tree
version=v2
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=123
objective=regression
feature_names=all_correlation_best_percentile25_ratio all_correlation_best_percentile50_ratio all_correlation_best_percentile75_ratio all_correlation_kurtosis all_correlation_percentile5_percentile25_ratio all_correlation_skew all_correlation_stddev_best_ratio all_correlation_stddev_median_ratio all_loss_best_percentile25_ratio all_loss_best_percentile50_ratio all_loss_best_percentile75_ratio all_loss_kurtosis all_loss_percentile5_percentile25_ratio all_loss_skew all_loss_stddev_best_ratio all_loss_stddev_median_ratio log10_cardinality recent_10_correlation_best_percentile25_ratio recent_10_correlation_best_percentile50_ratio recent_10_correlation_best_percentile75_ratio recent_10_correlation_kurtosis recent_10_correlation_percentile5_percentile25_ratio recent_10_correlation_skew recent_10_correlation_stddev_best_ratio recent_10_correlation_stddev_median_ratio recent_10_loss_best_percentile25_ratio recent_10_loss_best_percentile50_ratio recent_10_loss_best_percentile75_ratio recent_10_loss_kurtosis recent_10_loss_percentile5_percentile25_ratio recent_10_loss_skew recent_10_loss_stddev_best_ratio recent_10_loss_stddev_median_ratio recent_15%_correlation_best_percentile25_ratio recent_15%_correlation_best_percentile50_ratio recent_15%_correlation_best_percentile75_ratio recent_15%_correlation_kurtosis recent_15%_correlation_percentile5_percentile25_ratio recent_15%_correlation_skew recent_15%_correlation_stddev_best_ratio recent_15%_correlation_stddev_median_ratio recent_15%_loss_best_percentile25_ratio recent_15%_loss_best_percentile50_ratio recent_15%_loss_best_percentile75_ratio recent_15%_loss_kurtosis recent_15%_loss_percentile5_percentile25_ratio recent_15%_loss_skew recent_15%_loss_stddev_best_ratio recent_15%_loss_stddev_median_ratio recent_25_correlation_best_percentile25_ratio recent_25_correlation_best_percentile50_ratio recent_25_correlation_best_percentile75_ratio recent_25_correlation_kurtosis recent_25_correlation_percentile5_percentile25_ratio recent_25_correlation_skew recent_25_correlation_stddev_best_ratio recent_25_correlation_stddev_median_ratio recent_25_loss_best_percentile25_ratio recent_25_loss_best_percentile50_ratio recent_25_loss_best_percentile75_ratio recent_25_loss_kurtosis recent_25_loss_percentile5_percentile25_ratio recent_25_loss_skew recent_25_loss_stddev_best_ratio recent_25_loss_stddev_median_ratio top_10%_correlation_best_percentile25_ratio top_10%_correlation_best_percentile50_ratio top_10%_correlation_best_percentile75_ratio top_10%_correlation_kurtosis top_10%_correlation_percentile5_percentile25_ratio top_10%_correlation_skew top_10%_correlation_stddev_best_ratio top_10%_correlation_stddev_median_ratio top_10%_loss_best_percentile25_ratio top_10%_loss_best_percentile50_ratio top_10%_loss_best_percentile75_ratio top_10%_loss_kurtosis top_10%_loss_percentile5_percentile25_ratio top_10%_loss_skew top_10%_loss_stddev_best_ratio top_10%_loss_stddev_median_ratio top_20%_correlation_best_percentile25_ratio top_20%_correlation_best_percentile50_ratio top_20%_correlation_best_percentile75_ratio top_20%_correlation_kurtosis top_20%_correlation_percentile5_percentile25_ratio top_20%_correlation_skew top_20%_correlation_stddev_best_ratio top_20%_correlation_stddev_median_ratio top_20%_loss_best_percentile25_ratio top_20%_loss_best_percentile50_ratio top_20%_loss_best_percentile75_ratio top_20%_loss_kurtosis top_20%_loss_percentile5_percentile25_ratio top_20%_loss_skew top_20%_loss_stddev_best_ratio top_20%_loss_stddev_median_ratio top_30%_correlation_best_percentile25_ratio top_30%_correlation_best_percentile50_ratio top_30%_correlation_best_percentile75_ratio top_30%_correlation_kurtosis top_30%_correlation_percentile5_percentile25_ratio top_30%_correlation_skew top_30%_correlation_stddev_best_ratio top_30%_correlation_stddev_median_ratio top_30%_loss_best_percentile25_ratio top_30%_loss_best_percentile50_ratio top_30%_loss_best_percentile75_ratio top_30%_loss_kurtosis top_30%_loss_percentile5_percentile25_ratio top_30%_loss_skew top_30%_loss_stddev_best_ratio top_30%_loss_stddev_median_ratio resultFilteringMode_age resultFilteringMode_loss_rank resultFilteringMode_none resultFilteringMode_random secondaryProbabilityMode_correlation secondaryProbabilityMode_fixed secondaryLockingMode_random secondaryLockingMode_top resultFilteringAgeMultiplier resultFilteringLossRankMultiplier resultFilteringRandomProbability
feature_infos=[-9.0793999999999997:106.40000000000001] [-6.1543999999999999:335.31999999999999] [-4.2420999999999998:4877.8999999999996] [-4.0632000000000001:42.643000000000001] [-11.725:138.13999999999999] [-12.686:13.492000000000001] [-15.976000000000001:11.384] [-5.9271000000000003:359.87] [-92019:34862] [-76234:20532] [-15161:122060] [-2.3426:70.739999999999995] [-81702:36710] [-8.2988:19.844000000000001] [-537830:1444500] [-78181:1104700] [-4.9066000000000001:5.7077999999999998] [-4.2309000000000001:1690.3] [-2.4914999999999998:363.81999999999999] [-2.2536:422.11000000000001] [-2.5891000000000002:34.893999999999998] [-5.0574000000000003:1705.5] [-9.4838000000000005:11.569000000000001] [-15.170999999999999:8.0465] [-2.4289999999999998:353.56] [-15750:17733] [-24245:198690] [-29342:94593] [-1.7628999999999999:2.0127000000000002] [-12687:18631] [-6.274:1.8354999999999999] [-378090:1398600] [-339220:1724900] [-4.3403:7437.3000000000002] [-2.6692:6418.3000000000002] [-2.3054999999999999:8748.2999999999993] [-2.5735000000000001:33.960000000000001] [-5.2473000000000001:9928.8999999999996] [-11.114000000000001:11.558] [-14.411:7.4763999999999999] [-2.6036000000000001:5309] [-25805:18241] [-71151:24359] [-232340:102990] [-1.6065:49.856000000000002] [-23318:18926] [-7.5063000000000004:12.785] [-779600:1158500] [-3854900:1321600] [-4.9035000000000002:9369.6000000000004] [-3.0550999999999999:5709.8999999999996] [-2.6476999999999999:4443.8000000000002] [-2.8029999999999999:42.148000000000003] [-6.0103999999999997:8873.1000000000004] [-10.73:12.619999999999999] [-13.798999999999999:7.9203999999999999] [-2.8595999999999999:5095.8999999999996] [-110400:4278.1000000000004] [-54569:34319] [-25601:15307] [-1.9413:3.7551999999999999] [-121220:5292.8999999999996] [-9.4586000000000006:3.0712000000000002] [-777050:1005600] [-4907700:2416500] [-3.5528:6421.6000000000004] [-2.3841000000000001:3859.3000000000002] [-1.8844000000000001:2265.0999999999999] [-2.2686999999999999:28.308] [-4.1837:6406.6000000000004] [-13.297000000000001:10.804] [-13.407999999999999:6.319] [-2.3730000000000002:3342.0999999999999] [-22397:23691] [-20019:31527] [-54135:285190] [-3.0364:128.66999999999999] [-21922:32670] [-24.335000000000001:19.193000000000001] [-555170:366600] [-27388:44588] [-3.9630000000000001:22230] [-2.3159000000000001:13472] [-1.9112:6720.1999999999998] [-2.4296000000000002:30.291] [-4.7637999999999998:13939] [-14.045:11.15] [-14.471:7.2553999999999998] [-2.3260000000000001:9986.7999999999993] [-41307:9101.8999999999996] [-96031:28600] [-78856:4656.1000000000004] [-3.8111000000000002:275.38999999999999] [-29587:9126.2999999999993] [-36.381999999999998:30.282] [-440240:271940] [-31583:88057] [-4.4935999999999998:60504] [-2.3953000000000002:12688] [-2.0042:18072] [-2.6255999999999999:30.370000000000001] [-5.4583000000000004:58990] [-11.244999999999999:10.606999999999999] [-14.869999999999999:7.6917] [-2.3576999999999999:12093] [-42560:23966] [-27011:13547] [-308980:655530] [-4.2091000000000003:378.39999999999998] [-40448:27764] [-41.186:32.061] [-557080:589060] [-14633:353280] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none none [-3:4] [-3:4] [-3:0.90000000000000002]
tree_sizes=2535 2615 2618 2614 2621 2619 2601 2619 2627 2607 2623 2612 2616 2607 2635 2620 2574 2609 2616 2619 2593 2579 2622 2610 2581 2579 2583 2572 2598 2585 2616 2580 2580 2586 2592 2568 2566 2594 2554 2598 2607 2583 2555 2592 2591 2553 2577 2573 2560 2613 2588 2558 2615 2501 2602 2556 2503 2587 2561 2530 2561

Tree=0
num_leaves=31
num_cat=0
split_feature=117 89 78 78 76 70 76 74 89 76 74 70 109 18 26 74 57 109 26 46 70 44 107 39 78 9 34 43 94 77
split_gain=6862.11 5607.59 2098.59 1281.87 799.908 586.565 502.452 476.403 451.127 376.833 355.733 314.96 284.197 308.953 256.657 241.942 310.18 241.103 237.792 235.287 233.018 223.614 219.563 217.439 212.954 212.446 238.199 209.369 206.286 204.862
threshold=1.0000000180025095e-35 -1.6183499999999997 -1.2264499999999996 -0.87497499999999995 -0.69006499999999993 -2.8520999999999996 2.7183500000000005 8.5428000000000015 -3.4928999999999997 11.778500000000003 0.73353500000000016 0.91233500000000012 0.64785000000000015 -1.2645499999999996 -5.5819499999999991 -5.2227499999999987 0.35085500000000008 0.78820000000000012 -2.8482499999999997 2.8203500000000004 2.0382500000000001 0.46589000000000008 -5.4638999999999989 0.29631500000000005 -0.65452499999999991 -1.44695 -0.45054999999999995 1.9060500000000002 -0.7835049999999999 -3.1222999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 9 12 -6 -3 10 27 15 20 -12 18 -14 21 -1 -17 -13 -4 -15 -7 -5 -16 -22 25 26 -10 -2 -25 -23
right_child=8 2 4 14 5 7 -8 -9 24 -11 11 17 13 19 22 16 -18 -19 -20 -21 23 29 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=4.6659558830480146 4.7106119597487472 4.7017785137211439 4.7316007508639215 4.7116893279411238 4.7230675433494245 4.7039188917125347 4.6832362180726408 4.6624790334947068 4.7173025554968113 4.6434912357757563 4.7196778398015642 4.728707989125648 4.7170202505092318 4.7367635525864147 4.6742669576772284 4.6836495016563866 4.6575276782850121 4.6987761184933063 4.7132939866693144 4.6849930599142624 4.6757094642975527 4.6621891068000352 4.693414657211072 4.6571891068000353 4.7264303308096691 4.7218752289186936 4.6831591658762974 4.8000519457155058 4.714447542824451 4.725739456663133
leaf_count=4851 7601 7095 2053 2856 5502 11239 7532 639 1466 1021 6715 793 4571 5273 1824 7707 1333 4438 13045 229 1590 475 8355 190 37805 15088 784 66 914 173
internal_value=0 -0.162165 -0.0130501 -0.536676 0.0733991 -0.0314575 -0.351063 -0.0931081 0.25925 -0.739491 -0.0720464 0.0545727 0.206787 0.336876 -0.315645 -0.696394 -0.599717 -0.129397 0.119995 0.496505 -0.180608 -0.0822151 -0.396 -0.44475 0.290851 0.199087 -0.0875613 0.0319668 -0.103805 -0.612561
internal_count=163223 100413 71818 28595 57191 32020 14627 26518 62810 14912 25879 11946 25171 10073 13683 13891 9040 5231 15098 5502 13933 3504 10179 2694 55143 17338 2250 7667 1104 648
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=117 73 92 73 73 46 76 73 93 89 27 74 77 64 69 66 44 45 61 83 56 3 26 73 41 42 20 25 76 70
split_gain=6193.06 5240.99 2051.8 1358.45 1155.24 707.152 547.827 460.476 457.661 396.715 472.778 349.96 348.786 314.478 290.286 279.844 265.448 259.894 259.149 264.249 250.71 231.364 227.071 223.099 216.597 213.175 275.105 212.844 205.768 203.126
threshold=1.0000000180025095e-35 -0.084938499999999986 -2.3752499999999999 -2.4200499999999994 4.6490500000000008 0.90011000000000008 -0.86526999999999987 -1.2013499999999999 0.69225000000000014 -5.3202499999999988 1.1957500000000001 1.7195500000000001 -2.6944499999999993 8.2865500000000019 10.060500000000003 -1.2861499999999999 2.8552500000000003 -2.9451999999999994 0.6345900000000001 -0.66874999999999984 -1.7463499999999998 8.865000000000002 -0.81943999999999984 -0.53764999999999985 -12.1595 1.7357500000000001 10.513500000000002 -0.5344899999999998 1.5487000000000002 -2.8520999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 16 6 5 11 -4 15 22 17 12 18 -11 20 -7 -2 -1 -8 19 -3 -13 28 -5 -24 -17 -20 27 -27 29 -6
right_child=7 4 3 8 21 14 9 -9 -10 10 -12 13 -14 -15 -16 24 -18 -19 25 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.012708119515840355 0.010563499120713929 0.015035588246707905 -0.011367842370770613 -0.0043663328116204537 0.057500639962761307 -0.00048621048485410629 -0.037839063960021832 0.015251729216721278 -0.033251858364980985 -0.0208175731845913 -0.058590919437768577 0.0036527757508157399 -0.042182492988992973 -0.018230171480981432 -0.024702399170627793 -0.043434711300686706 -0.11205826256164285 -0.059590564735248368 -0.0035020958352888544 -0.0028926529132071986 0.027363345299962174 -0.13058446985933017 -0.018838500880560272 -0.0056787807756888513 8.124462588210211e-05 -0.14040773581890834 -0.096446509962832494 0.019620239934543288 -0.043323546010478359 -0.018824069335617123
leaf_count=4967 12732 11107 2903 6798 92 14500 4185 42706 2858 7995 1238 1393 2510 505 1353 298 43 2044 6828 2522 5584 53 11812 4428 7074 21 54 1968 991 1661
internal_value=0 -0.154057 -0.375462 -0.440612 0.0816845 0.119758 -0.630429 0.246288 -0.287598 -0.695537 -0.587329 0.210078 -0.518448 0.397431 -0.0510596 0.121494 0.232745 -0.899533 0.147777 0.234361 0.452588 -0.542233 -0.240775 -0.305007 -0.0335562 0.0147529 0.298149 0.358613 -0.502262 -0.296369
internal_count=163223 100413 51781 46771 48632 45835 20875 62810 25896 17972 11743 29982 10505 7482 15853 20104 5010 6229 22500 13629 6977 2797 23038 16240 7372 8871 2043 1989 2744 1753
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=117 73 92 76 73 46 74 73 73 76 74 69 66 44 18 49 6 51 87 60 65 83 11 81 94 41 93 44 31 9
split_gain=5589.23 4729.99 1851.75 1230.67 1042.6 638.205 595.826 427.341 415.58 402.964 324.341 261.983 252.559 239.567 224.134 221.032 214.66 213.098 210.731 220.361 238.139 203.244 201.793 198.695 196.165 195.479 192.858 192.84 218.121 207.473
threshold=1.0000000180025095e-35 -0.084938499999999986 -2.3752499999999999 1.6246500000000001 4.6490500000000008 0.90011000000000008 -4.5943999999999994 -1.6516999999999997 -1.2013499999999999 6.6878000000000011 1.9755000000000003 10.060500000000003 -1.2861499999999999 2.8552500000000003 -0.51940999999999982 -0.31564999999999993 -4.3308999999999989 16.582000000000004 -3.7916999999999992 -0.97745999999999988 2.2921500000000004 -0.14232999999999998 4.6099500000000004 1.8812500000000003 -1.6953499999999997 -12.1595 0.92855500000000013 0.34944500000000006 1.5971500000000003 0.29174500000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 13 7 5 10 -5 27 12 23 14 22 -2 -1 21 -6 -17 -11 -12 20 -20 -3 -7 -8 -16 -14 -25 28 -4 -29
right_child=8 4 3 6 15 11 9 -9 -10 17 18 -13 25 -15 24 16 -18 -19 19 -21 -22 -23 -24 26 -26 -27 -28 29 -30 -31
leaf_value=0.012072722064805554 0.010035322654782845 0.0061791074835250486 -0.021795388316497421 -0.046851991568271419 -0.0099830881302788114 0.0019661547237706288 -0.018257856428020216 -0.0080314674203780072 0.014489145095612816 -0.045818495208268133 0.074706455218335965 -0.023467280070868055 -0.041262978280350665 -0.10645535276379697 -0.0058928722672792807 -0.15727655784906569 -0.03538861531426496 0.017651943862438204 0.039638398214024186 0.010799079528306273 -0.019532029856192439 -0.010733788680352224 -0.014790999578016818 -0.029401064046807493 0.015923554128856647 7.7182499827184613e-05 -0.076364051776022471 -0.030705536372917314 -0.0046379518974701229 0.0066069101577361233
leaf_count=4967 12732 13018 5153 4362 1238 12399 9193 14055 42706 2721 183 1353 298 43 1162 37 1522 139 1619 2657 190 2057 2101 2683 9096 7074 238 4932 2892 403
internal_value=0 -0.146354 -0.356689 -0.418581 0.0776002 0.11377 -0.611801 -0.282401 0.233973 -0.517057 0.199574 -0.0485066 0.115419 0.221108 0.155018 -0.515122 -0.765628 -0.854675 0.442366 0.399268 0.668474 0.0774265 -0.00923798 -0.437349 0.269045 -0.0318784 -0.664551 -0.410316 -0.312553 -0.55774
internal_count=163223 100413 51781 46771 48632 45835 19336 27435 62810 14974 29982 15853 20104 5010 25333 2797 1559 2860 4649 4466 1809 15075 14500 12114 10258 7372 2921 13380 8045 5335
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=117 73 92 73 73 46 76 73 76 61 89 26 75 77 69 55 5 66 61 60 67 14 44 36 35 97 61 73 49 7
split_gain=5044.28 4268.82 1671.2 1130.16 940.95 575.98 467.379 375.061 355.004 329.483 328.733 331.373 295.627 253.288 236.928 237.764 230.783 227.934 224.177 281.981 219.223 217.059 216.209 214.083 210.524 251.089 208.804 206.5 204.837 198.011
threshold=1.0000000180025095e-35 -0.084938499999999986 -2.3752499999999999 -2.4200499999999994 4.6490500000000008 0.90011000000000008 -0.86526999999999987 -1.2013499999999999 11.778500000000003 -0.13088999999999998 -5.3202499999999988 0.60346500000000014 1.9510500000000002 0.43952500000000005 10.876000000000003 -3.1256499999999998 4.9113500000000005 -1.2861499999999999 0.6345900000000001 -1.6598499999999998 -1.3666999999999998 7.2075500000000003 2.8552500000000003 -2.2098499999999999 0.74216000000000004 -1.81185 0.45108500000000001 -0.74434999999999996 -0.31564999999999993 -2.1777499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_value=0.011469079944235183 0.050306699016861106 -0.014401826717827859 -0.0099242138756869616 -0.0061049811995916043 -0.007279631061520706 -0.00049712797659432352 -0.039499987173408684 0.013764686755260633 -0.058804914791669161 -0.02099231533671695 -0.020286311313679275 -0.048065560074618929 -0.00038850630422433219 -0.044865385975420627 0.09122315641831269 -0.027067091458938958 -0.1331590807531029 -0.001514225774730151 0.0011900975770112578 0.015379729185042984 -0.0076499705164895368 -0.013281339537855742 -0.10113258548947268 0.008502571908872587 0.13934505725348439 -0.018745583477947449 0.045785379086809207 -0.0088545429557435485 -0.034753119915334231 0.027546493163967112
leaf_count=4967 314 1021 2903 10555 1219 14579 5702 42706 1120 8640 8800 1963 750 806 44 1230 48 7372 9571 12040 1839 444 43 12418 27 360 203 5895 1530 4114
internal_value=0 -0.139036 -0.338855 -0.397652 0.0737202 0.108082 -0.570787 0.222275 -0.630925 -0.258087 -0.594692 -0.494813 0.189595 -0.351649 -0.0460813 -0.459634 -0.489366 0.109648 0.143539 0.219418 0.256211 0.403685 0.210053 0.190671 -0.828415 -0.15432 -0.0467567 -0.321391 -0.451409 0.464782
internal_count=163223 100413 51781 46771 48632 45835 20875 62810 17972 25896 16852 11150 29982 15341 15853 1274 2797 20104 24674 15103 14082 5308 5010 12732 2350 387 2042 14535 2749 4864
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=117 89 76 76 92 70 73 92 76 73 89 59 50 73 45 57 38 86 70 33 80 60 57 43 8 88 17 41 81 39
split_gain=4552.46 3860.13 1484.46 849.582 786.043 473.993 390.381 372.951 363.421 347.368 339.764 312.325 257.302 248.132 223.121 211.167 208.289 195.937 194.338 230.3 200.581 191.773 213.578 188.505 187.975 230.657 199.113 186.5 184.113 182.61
threshold=1.0000000180025095e-35 -1.6183499999999997 0.073923500000000017 -0.64272499999999988 -0.41676999999999992 1.2991500000000002 0.62822000000000011 -2.3752499999999999 2.7183500000000005 -6.3378999999999985 -3.4928999999999997 1.3824500000000002 -2.5805499999999992 3.7397000000000005 -0.40201499999999996 -0.17443499999999998 7.0994500000000009 2.3491500000000003 4.0159000000000011 18.251000000000001 -1.5783499999999997 -0.45392999999999994 1.0472500000000002 1.9060500000000002 -0.28573999999999994 -1.5985499999999997 0.91571500000000017 -5.1093999999999999 3.1404000000000001 2.0551500000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 -1 5 12 15 -5 27 14 23 -11 -4 18 -9 -3 -12 -10 19 20 21 22 -8 28 -14 -26 -27 -6 -2 -7
right_child=10 2 4 7 8 29 13 9 17 11 16 -13 24 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0087931017913606118 -0.0035316336346268278 0.0063964318576058806 -0.022235080133722707 0.0034485037350212608 -0.050254677116537277 -0.021521087484178414 0.044919412540521751 -0.034868114945693009 -0.019030362415479913 -0.022750366726888703 0.011729959792881935 -0.05785027648919 0.00044955530991921066 -0.011863752410835086 -0.061100559146580968 -0.0068808611933557119 0.059308258792409654 -0.040936795431400032 -0.0064119881010144576 -0.02055166219146206 0.010036694449737166 0.012500078553745575 0.017972725339888529 0.084831848898620332 0.028585650037924057 0.0021210164894306118 0.033162928117104827 -0.0081385494943914515 0.017282417074674355 0.0099577402997709508
leaf_count=8414 6324 5467 697 917 268 2439 1312 5268 6384 12370 54912 668 3666 1228 958 6622 231 1215 1473 520 15506 3443 1673 66 2009 3001 624 13703 1277 568
internal_value=0 -0.132085 -0.00836613 -0.442811 -0.157584 0.0366098 0.130154 -0.554109 -0.274658 -0.583768 0.211161 -0.490974 0.141318 0.201128 -0.77809 -0.0175296 0.238585 -0.450659 0.223628 0.246711 0.262305 0.410829 0.596333 0.0139155 0.185238 0.29992 0.14929 -0.178929 -0.00069571 -0.311499
internal_count=163223 100413 71818 28595 34574 13004 37244 20181 21570 19264 62810 13038 9997 25155 6226 12089 55143 7599 23927 22454 21934 6428 2985 7667 9300 5634 3625 13971 7601 3007
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=117 73 92 76 73 74 44 74 76 73 74 64 76 76 65 56 3 5 54 10 70 8 43 78 32 102 44 81 12 43
split_gain=4108.6 3519.6 1377.59 955.644 798.991 448.673 434.568 332.417 332.13 321.725 275.358 323.076 257.244 240.728 261.251 211.556 210.967 207.715 206.842 225.889 204.214 247.966 196.14 194.319 228.857 207.552 193.551 191.694 191.134 193.685
threshold=1.0000000180025095e-35 -0.084938499999999986 -2.3752499999999999 1.6246500000000001 4.6490500000000008 -4.5943999999999994 0.96775500000000014 -2.6840499999999996 6.6878000000000011 -1.2013499999999999 1.7195500000000001 8.2865500000000019 -0.79915499999999995 0.5555000000000001 12.603000000000002 -1.4353499999999999 -0.83450499999999994 4.9113500000000005 2.8825000000000007 0.60646500000000014 -2.6882499999999996 -10.074499999999999 -7.1804499999999996 -2.5589999999999997 -1.0043499999999999 2.3615500000000007 2.8552500000000003 -1.4897499999999997 1.3189500000000003 0.19737500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 26 7 6 16 10 12 23 20 -3 15 22 -8 -15 -12 -5 -6 -9 -20 21 -2 -4 24 28 -26 -1 -22 29 -7
right_child=9 4 3 5 17 8 13 18 -10 -11 11 -13 -14 14 -16 -17 -18 -19 19 -21 27 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.010486597642797519 -0.026785769868273659 0.005614917658284967 0.019580317552727048 -0.056812592710897149 -0.020757945290627418 0.093270522781780787 0.0020388693096000158 -0.0055998392673745016 -0.037743126129979022 0.012485382828765696 0.0068916740670568787 -0.020823357749129051 -0.025541829745881824 -0.0084391373402582012 -0.054330965406483127 0.025255711820106403 -0.033163676989626016 -0.12567416876554491 -0.032780937365532246 0.0049551006530263765 -0.01400216029699569 0.015934180012478382 -0.013526313313185882 -0.023926841187802139 -0.0014436038631129482 -0.035231738415269456 -0.09605171514111896 0.0038190147141498165 -0.0072315148886415983 -0.061997269245911063
leaf_count=4967 364 23461 505 1379 2749 21 10306 14812 2860 42706 2318 539 6177 4026 336 4849 2983 48 1478 542 1708 5084 3921 7317 3427 524 43 12948 364 461
internal_value=0 -0.12548 -0.306918 -0.360301 0.0677057 -0.530568 0.0993691 -0.240299 -0.448352 0.200603 0.166168 0.330174 -0.378988 -0.0425669 -0.239483 0.386326 -0.812801 -0.451169 -0.152934 -0.453114 0.0962915 0.261598 -0.194978 -0.375988 -0.219566 -0.118495 0.191444 0.0348429 -0.691592 -1.10465
internal_count=163223 100413 51781 46771 48632 19336 45835 27435 14974 62810 31167 7706 10603 14668 4362 7167 4362 2797 16832 2020 20104 5448 4426 12114 4797 3951 5010 14656 846 482
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=117 89 76 76 92 70 61 73 76 73 92 74 61 74 50 17 90 101 49 16 71 77 110 41 85 55 73 26 108 69
split_gain=3708.01 3188.92 1236.55 699.66 649.445 411.542 367.157 329.828 304.01 290.356 279.506 354.483 230.268 225.19 223.99 221.747 208.492 206.813 204.449 198.882 195.962 194.959 186.71 185.474 210.966 184.426 206.105 207.176 181.196 176.253
threshold=1.0000000180025095e-35 -1.6183499999999997 0.073923500000000017 -0.64272499999999988 -0.41676999999999992 1.2991500000000002 0.94433500000000004 0.62822000000000011 2.8648000000000002 -1.2013499999999999 -2.3752499999999999 -5.6075499999999989 -0.51742499999999991 6.8086000000000011 -2.5805499999999992 -3.1755999999999998 -7.4589499999999989 0.085361500000000021 8.0272500000000022 2.7474500000000002 -3.8458499999999995 -6.6610999999999985 4.3619500000000011 -12.1595 4.8766500000000006 2.4389500000000006 -1.1377499999999998 -0.27323499999999995 6.9687500000000009 13.744000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 7 -1 5 14 10 12 -6 20 17 21 -3 16 -4 28 -9 -5 -18 -15 -2 -12 -8 24 -22 -11 27 -27 -10 -23
right_child=9 2 4 6 8 -7 22 13 15 25 11 -13 -14 19 -16 -17 18 -19 -20 -21 23 29 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0079687783766882372 0.014116700889295168 0.0079578370065166715 -0.020781724662700379 -0.0093049797855796878 -0.0082953292879578682 -0.014539907028013423 -0.042687327437605595 0.13216323558773313 -0.070845150286331773 0.01321482669498634 -0.030021409898914442 -0.019308527296846963 -0.0062388294897079795 -0.0072822476442629541 0.0086056732228125942 -0.018906839952129856 0.01113413769635525 0.046331467725572548 -0.0093562499525874261 -0.0889391103092535 -0.029481443947636212 -0.058778517487572457 -0.15598259415175464 0.0033689876782180364 0.038127932300170267 -0.016154768051845687 0.0029111782742488809 0.15942913217558749 0.055757404863834382 0.024926320630223004
leaf_count=8414 4244 4628 697 684 14436 3007 2119 35 320 36509 4366 11662 7461 939 9300 6783 22814 221 1286 81 794 1025 37 14931 135 28 6127 42 31 67
internal_value=0 -0.119206 -0.00675747 -0.401628 -0.142947 0.0335687 -0.50263 0.119668 -0.249363 0.190573 -0.455981 -0.484611 -0.0160791 0.184906 0.131135 -0.418242 0.204357 0.0856276 0.200815 -0.275335 0.091477 -0.694948 -0.892633 0.0404052 -0.393132 0.237222 0.0777166 1.78391 -1.19327 -1.07286
internal_count=163223 100413 71818 28595 34574 13004 20181 37244 21570 62810 18025 17120 12089 25155 9997 7134 24135 905 24100 1020 20104 5458 2156 15860 929 42706 6197 70 351 1092
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=118 73 92 76 73 46 76 75 74 78 41 95 47 74 68 112 76 54 35 66 1 44 52 109 8 87 10 60 18 32
split_gain=3346.48 2903.17 1139.52 799.067 679.139 430.85 388.523 340.313 270.989 269.054 265.354 234.283 226.273 225.375 218.531 213.943 207.014 205.634 200.937 197.556 217.901 196.94 219.963 195.385 216.561 193.267 232.758 213.205 193.104 188.369
threshold=1.0000000180025095e-35 -0.084938499999999986 -2.3752499999999999 1.6246500000000001 4.6490500000000008 0.90011000000000008 11.778500000000003 -2.2112499999999993 -2.6840499999999996 0.26455000000000006 -1.1302999999999999 4.5636500000000009 3138.3500000000004 1.9755000000000003 3.0312500000000004 0.35847500000000004 -0.88111499999999987 -3.7919499999999995 80.286000000000016 4.6299500000000009 8.6088500000000021 3.9812500000000006 18.246500000000001 -2.2344499999999994 0.25896500000000006 -3.7916999999999992 -2.3523499999999995 -0.9154199999999999 -0.51940999999999982 -0.76707499999999984
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 -2 8 5 13 7 10 16 12 11 -5 15 28 -7 23 -4 -16 -10 21 -21 22 -9 24 29 -15 -27 -28 -3 -1
right_child=1 4 3 6 -6 14 -8 19 18 -11 -12 -13 -14 25 17 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.061547926535445552 0.0087613268378014097 0.0026369677070732143 -0.0085230636221594862 -0.019258941316484268 -0.020808413808031258 0.00098515940439837285 -0.050160543996189556 -0.015085013162480119 -0.0072615278498190149 0.012298411541913237 -0.050826308412123503 -0.042039421879254267 -0.068595554570064818 0.068576486905415859 0.091723920696455505 -0.00011228133150293165 -0.022792065807780627 -0.014708640519446895 0.075311908166150798 0.0062953129451457273 -0.14600108607361714 -0.033144620924247879 -0.14070118193115508 0.0080207399996820947 0.16201856100197995 -0.0033463348081057666 0.038312708790884241 0.012480503661072978 0.01152998843649938 0.0022091395316416757
leaf_count=252 5010 15075 4227 3764 2797 12428 1333 8115 16758 31658 1358 1612 102 183 46 9804 6376 3379 74 1098 24 1997 35 20676 33 1140 1333 1993 10258 285
internal_value=0 -0.113246 -0.278031 -0.326583 0.062209 0.0914011 -0.482277 -0.443705 -0.216851 0.181044 -0.621563 -0.521794 0.115065 0.161901 -0.0419323 0.11995 -0.342071 -0.265584 -0.13797 -0.337423 0.0607527 -0.381451 -0.312489 0.176337 0.753905 0.36429 0.323017 0.456672 0.12476 0.601105
internal_count=163223 100413 51781 46771 48632 45835 19336 18003 27435 62810 6734 5376 31152 29982 15853 31050 10603 3425 16832 11269 1122 10147 8150 21246 570 4649 4466 3326 25333 537
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=117 89 76 78 78 76 70 73 76 51 64 73 105 59 84 10 36 50 31 86 99 86 70 7 85 93 9 14 58 9
split_gain=3020.2 2623.38 1044.46 624.111 579.98 325.449 281.249 250.11 240.273 236.214 227.84 214.039 209.75 231.545 239.999 201.368 204.194 193.421 192.155 188.544 188.494 207.186 187.075 205.267 206.875 193.35 185.52 185.184 183.495 287.865
threshold=1.0000000180025095e-35 -1.5755499999999996 0.073923500000000017 -0.34557499999999991 1.4259500000000001 1.7452500000000002 -1.6809499999999999 -1.2013499999999999 10.801500000000003 -1.8656999999999997 -6.1958499999999992 0.62822000000000011 -2.8230999999999997 1.2247500000000002 -1.3559499999999998 0.37210500000000007 -2.1725999999999996 -0.9011499999999999 -1.0473499999999998 0.47561500000000007 -1.2540499999999997 3.9141000000000008 -0.34835499999999991 -0.022052499999999999 -0.37489499999999992 -0.94705499999999987 -0.8641049999999999 -93.875499999999974 0.53802000000000005 1.5874500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 8 5 17 -3 20 12 -6 -7 28 -1 14 -14 16 -13 -4 -10 -15 -2 -22 -16 25 -25 -24 -19 -11 29 -8
right_child=7 2 4 -5 9 10 11 -9 18 27 -12 15 13 19 22 -17 -18 26 -20 -21 21 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.027614591243676097 0.006987761619108513 0.013097740794285974 -0.012152573625683349 -0.0088467008699795891 -0.0076610687351482097 -0.048278640000772838 0.0015159709459733235 0.010764391218267031 -0.13074783562652526 -0.13141741700794385 -0.014732796921894024 0.049706674509105236 -0.03500194302390492 -0.021418480127188513 0.0012908921066409438 0.011359350165809048 -0.00016070801695134817 -0.01993807505900971 -0.040482388239682421 -0.068784122772662576 -0.0032366052685656407 -0.15698207897896119 0.0047012426046353596 0.0035304262597656735 -0.037270465315356431 -0.040638897531769344 0.002988816237650363 0.010731462878861711 -0.011886989619800108 0.12579215473317085
leaf_count=8717 14562 9333 5460 11247 2685 529 5427 42706 62 23 11726 210 1071 519 2444 9272 9137 1011 1202 353 5520 22 1281 398 1416 288 6934 5968 3653 47
internal_value=0 -0.107584 -0.00458672 -0.36124 -0.130259 -0.205832 0.111789 0.171992 -0.478016 0.0932522 -0.323617 0.0612774 -0.445802 -0.326334 -0.264957 0.122771 0.0191934 -0.0981514 -0.898199 -0.811857 0.08002 -0.0769385 -0.184989 -0.337284 -0.566371 -0.0724246 0.00142746 0.203715 -0.0641695 0.0516602
internal_count=163223 100413 71415 28998 34336 25660 37079 62810 17751 8676 12255 27746 16487 7770 6898 18619 9347 13405 1264 872 20104 5542 5827 3383 1814 1569 7945 5991 9127 5474
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=117 73 92 76 73 61 68 76 90 75 78 74 36 47 87 90 81 23 110 27 60 61 85 86 12 5 61 76 47 77
split_gain=2725.73 2404.09 948.463 661.072 571.663 398.924 326.534 326.033 313.737 287.075 235.678 216.851 216.752 209.234 223.882 203.915 292.858 249.08 231.495 237.387 222.712 196.959 216.007 250.071 212.804 188.019 186.659 186.343 185.7 182.231
threshold=1.0000000180025095e-35 -0.084938499999999986 -2.3752499999999999 1.6246500000000001 4.6490500000000008 0.6345900000000001 1.1952000000000003 11.778500000000003 1.3771500000000001 -2.2112499999999993 0.26455000000000006 -2.6840499999999996 16.480000000000004 -0.98760499999999996 -0.36750499999999992 -2.7279499999999994 1.3412500000000003 -2.3750499999999994 2.9510500000000004 1.4934500000000004 2.6234500000000005 -1.1893499999999999 32.58100000000001 2.7207000000000003 -6.1824499999999993 4.9113500000000005 1.3289500000000001 -2.0352499999999996 1.3517500000000002 -0.42142999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 11 5 -3 8 9 -7 -5 12 27 15 14 -8 16 17 -2 -17 -20 26 -18 23 24 -23 -6 -21 28 -4 -11
right_child=10 4 3 7 25 6 13 -9 -10 29 -12 -13 -14 -15 -16 18 21 -19 19 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0080680035981173046 0.02704933135191331 0.0090686118682430008 -0.0093915689561119963 -0.028304387914707796 -0.017358853694806321 -0.002966766050895782 0.014564409471287615 -0.045763577906511282 0.011233159885243557 -0.011836493418290624 0.011207804555242595 -0.0063041043554577878 0.06950957598021397 -0.014124402072044571 -0.013540507002653907 0.0081158685871600324 0.028738889554678161 -0.016222734345611788 -0.017402896505614267 -0.040783178759738803 -0.027835443656850645 0.13635222107172013 -0.12309768650776301 0.061324459474441428 -0.031599437107762543 -0.11717690421889226 0.051697050175956785 -0.017650285249907249 0.035970361530780794 -0.027078950787080999
leaf_count=5010 370 21994 743 6734 2749 7930 1657 1333 7635 8741 31658 16832 130 5381 1238 23536 916 3286 1787 64 182 20 39 121 331 48 370 9536 324 2528
internal_value=0 -0.102205 -0.252158 -0.296453 0.0574587 0.0842415 -0.00536438 -0.438067 0.0799727 -0.402733 0.163392 -0.196645 0.101641 -0.165861 0.0509159 0.0962414 -0.0869083 -0.236869 0.132131 -0.163523 0.37181 0.297294 -0.200114 -0.013225 -0.440591 -0.381437 0.761188 -0.308661 0.0876563 -0.305117
internal_count=163223 100413 51781 46771 48632 45835 23841 19336 15565 18003 62810 27435 31152 8276 2895 31022 5083 3656 25939 2403 616 1427 511 472 351 2797 434 10603 1067 11269
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=0
split_feature=117 73 71 76 76 70 73 61 103 79 75 70 93 45 19 76 81 103 61 5 44 51 25 58 25 11 88 32 46 121
split_gain=2459.97 2181.62 895.416 549.693 495.779 351.783 350.57 273.601 266.991 222.204 255.551 219.429 251.872 218.442 253.16 229.663 212.681 228.828 198.872 197.243 192.993 191.146 190.576 189.059 188.963 231.157 188.602 183.847 203.845 273.745
threshold=1.0000000180025095e-35 -0.48856999999999989 -12.783499999999998 0.5555000000000001 6.6878000000000011 0.96381000000000017 -7.1937499999999988 -0.10971999999999998 4.2772500000000013 -2.3810499999999997 2.3120500000000006 -1.6809499999999999 -0.45716499999999993 -18.052499999999998 5.5204000000000013 9.1213000000000033 1.8812500000000003 2.3507000000000002 0.76189000000000007 6.383350000000001 3.5294500000000002 -1.8301499999999999 0.45547500000000002 -1.4303499999999996 -1.0944499999999999 4.4742000000000006 -1.4921499999999999 -0.41897999999999996 -1.7450499999999998 3.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 23 11 6 9 24 27 19 -5 20 12 -3 14 21 -15 -9 -18 -13 -7 -11 -2 -20 26 -4 -26 -1 -8 29 -29
right_child=13 3 4 5 -6 8 7 16 -10 10 -12 18 -14 15 -16 -17 17 -19 22 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0043468248644076817 -0.036105024384334682 -0.0026403934374037716 -0.021120079045967036 -0.024515353168713106 -0.031640263648794721 -0.017453627718171879 -0.013225499317496123 -0.013377309876241647 0.084691594284959149 0.0051178435273468497 0.078998613214799174 0.0061979418930432325 0.01558523686968423 0.0086269716418607249 -0.11508404184775106 -0.012566350739603294 -0.024530176694770131 -0.079244776438994746 -0.015755191900217871 -0.17477052092552187 -0.015200287518830137 0.0065009013156999244 0.000625226740384429 0.021894498140442475 -0.037388021893984907 -0.11708196121103623 0.033087411946412515 0.029084628002984184 -0.0048795170599566862 -0.12046125708147884
leaf_count=2577 400 2520 3983 862 4195 5292 7515 10923 64 6025 107 17293 7651 60276 58 1306 3020 204 2088 20 1450 770 11870 1594 843 102 387 700 9096 32
internal_value=0 -0.0970943 -0.260099 0.0361934 -0.307266 -0.136504 -0.269767 -0.230954 -0.336457 -0.00920131 0.0454958 0.0938122 0.221392 0.155223 -0.262397 0.16355 -0.334159 -0.559845 0.0522899 -0.360919 0.0235307 -0.161305 -0.0365029 0.160171 -0.517783 -0.919798 0.0108169 -0.146767 -0.0567351 0.450942
internal_count=163223 100413 45171 55242 40613 13820 36418 31490 5376 8444 7582 41422 10171 62810 1228 61582 14147 3224 31251 5312 7475 1170 13958 4558 4928 945 2964 17343 9828 732
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=117 89 76 78 46 76 94 95 41 50 89 27 61 16 0 78 105 7 29 84 35 93 56 78 49 112 47 26 65 81
split_gain=2220.12 2004.96 805.01 502.502 405.21 337.933 294.689 275.875 259.231 299.924 211.377 204.09 200.656 210.192 268.586 220.59 200.263 198.312 193.414 188.16 187.383 210.147 214.741 186.646 185.846 202.242 183.925 183.894 183.829 183.71
threshold=1.0000000180025095e-35 -1.6183499999999997 -0.41506999999999994 -0.34557499999999991 -1.0345999999999997 6.6878000000000011 -0.12571499999999997 -6.274449999999999 1.2573500000000004 -1.3014499999999998 -4.9579499999999994 1.2836500000000004 -0.064368999999999982 -1.0255999999999998 6.5084500000000007 -3.6566499999999995 -2.8230999999999997 -1.3515499999999998 -0.83006499999999994 -1.3968499999999999 -0.42418999999999996 -1.55555 6.9826000000000006 5.1535000000000002 6.8764500000000011 4.6506500000000006 27.445500000000006 -7.5591999999999997 11.536500000000002 1.0013000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 24 11 6 7 -4 -6 9 17 -2 16 13 14 23 -15 -1 27 -5 -18 21 -13 -23 -11 -3 -26 -20 -9 -14 -21
right_child=10 2 4 18 5 -7 -8 8 -10 12 -12 20 28 15 -16 -17 19 -19 26 29 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.024518939185739743 -0.0024736981508173498 0.007161064501300345 -0.0080921699729363614 -0.0033428003628225497 -0.028625378692902631 -0.028659663665359287 0.010230585702770977 0.09028018902776376 0.0031208777525853315 -0.0097722254104289502 0.0082274991999198126 -0.031232489448816039 -0.0063247759934881333 0.1704145709899339 -0.1091825182690765 0.011498265223092812 -0.033069888856190048 -0.021522844611759087 -0.015520931566033952 -0.0032605690805304075 0.00016916122468032502 -0.093324317796188494 0.0099661760916144176 0.082661812013962818 -0.013634506587683252 0.064586555602392945 -0.07650407085469528 -0.004442559384611639 -0.041498865711611592 -0.021061686776642108
leaf_count=9122 5015 27845 3263 7965 1299 1752 6701 53 7251 1304 57795 591 10559 22 66 2943 1036 5042 2976 3808 227 342 59 57 1647 87 129 1542 385 2340
internal_value=0 -0.0922396 -0.00307619 -0.316179 -0.0916732 -0.146094 0.0846054 -0.121579 -0.101535 -0.155639 0.147461 -0.421537 -0.0787809 0.101781 -0.213557 0.253548 -0.392031 -0.333234 -0.149385 -0.267152 -0.816225 -1.00378 -1.56254 -0.11802 0.123441 -0.194198 -0.361091 -0.0259006 -0.151243 -0.200718
internal_count=163223 100413 71818 28595 42239 32275 9964 30523 29224 21973 62810 17525 15336 4392 1427 2965 16306 6637 11070 7184 1219 992 401 1361 29579 1734 3105 1595 10944 6148
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=0
split_feature=117 73 92 76 73 49 90 73 15 16 100 41 100 38 102 26 78 9 76 39 20 47 11 32 86 9 18 44 12 16
split_gain=2003.66 1817.44 721.229 516.62 456.499 300.55 271.909 244.353 240.518 224.649 231.874 223.725 232.109 221.608 217.995 211.654 207.954 207.758 207.711 244.598 202.135 200.375 190.132 225.507 183.481 182.934 214.386 227.02 175.539 224.264
threshold=1.0000000180025095e-35 -0.084938499999999986 -2.2298999999999993 1.6246500000000001 5.6747500000000004 8.0272500000000022 -2.2925999999999997 0.7862650000000001 3966.6500000000001 -1.8369499999999999 -0.40564999999999996 -0.78705999999999987 -2.0965499999999992 3.8017500000000006 -2.7957499999999995 1.3089500000000001 0.26455000000000006 -1.6890499999999997 5.9411000000000014 -1.1670499999999999 0.093821000000000015 3138.3500000000004 4.6099500000000004 -0.93159499999999984 3.2207500000000002 -0.50119999999999987 -1.1928499999999997 -1.34595 -2.4862499999999996 -1.3581999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 8 5 7 11 22 24 10 -9 12 14 -10 -5 -8 21 -7 -17 -20 -16 25 -3 -24 -4 26 27 -2 -14 -30
right_child=16 4 3 6 -6 17 15 9 13 -11 -12 -13 28 -15 20 18 -18 -19 19 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0067761050565928824 0.048164695221305696 0.0018677232960579858 -0.0068732693436966506 -0.085880029719808834 -0.01881445698590592 0.020923482277713845 -0.011570868029906861 0.008382376190659329 -0.074092258250823731 0.010090839965242895 -0.010380642359054629 -0.048876121810586877 -0.036932079229810934 0.089164500715939898 0.14637652514678129 -0.018354585361624775 0.0098583306941670418 -0.017472722654596703 -0.08558108275170094 -0.028281785210085272 -0.01781888090330979 -0.065860638190426077 0.0023670588391083722 -0.030762609382537189 -0.023026580069430924 0.0070660599412175167 -0.0086300032791034233 0.0032937400945927324 0.0072648601627897953 -0.024638694767381425
leaf_count=5192 298 13833 25163 23 2376 411 10088 3483 216 20884 3123 1032 1929 23 53 1986 31658 2467 286 534 29 102 1013 1042 1890 20607 4932 5213 696 2641
internal_value=0 -0.0876276 -0.218008 -0.257406 0.0511946 0.0731529 -0.382638 0.0939156 -0.168859 0.150974 -0.00975758 -0.551087 -0.469151 -1.16763 1.00304 -0.298988 0.140088 -0.239789 -0.541916 -0.965333 1.76615 0.0820831 -0.00480941 -0.288631 -0.160036 0.0866799 -0.021143 0.114402 -0.498505 -0.359691
internal_count=163223 100413 51781 46589 48632 46256 19297 43378 27292 27490 6606 6403 5371 239 105 12894 62810 2878 2806 820 82 31152 15888 2055 27053 31050 10443 5511 5266 3337
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=0
split_feature=117 89 76 78 78 50 70 61 63 105 52 29 44 26 45 19 76 71 46 46 60 37 6 27 56 28 76 50 22 51
split_gain=1808.3 1674.99 683.201 396.373 364.449 263.75 211.097 196.752 212.776 201.96 195.084 193.124 192.05 191.573 189.905 227.591 201.552 183.091 187.421 219.879 198.185 184.713 183.415 210.934 197.627 209.274 181.237 231.428 176.695 173.158
threshold=1.0000000180025095e-35 -1.5755499999999996 0.073923500000000017 -0.34557499999999991 1.4259500000000001 -0.64795499999999995 -1.6809499999999999 0.94433500000000004 10.863500000000002 -2.8230999999999997 -0.2968349999999999 -0.83006499999999994 -0.86058499999999982 -1.02545 -18.052499999999998 5.5204000000000013 9.1213000000000033 -0.18753999999999996 -0.12629999999999997 -1.6720499999999998 -0.53180499999999997 -1.5372499999999998 -0.61644999999999983 1.3212500000000003 2.2202500000000005 -1.3489499999999996 7.3503500000000015 -0.57556499999999988 2.5707500000000008 -1.6665499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 7 5 12 -3 9 17 13 -6 -5 -4 -1 15 29 -16 22 19 -19 21 -20 23 24 25 -9 28 -28 -7 -2
right_child=14 2 4 11 10 26 -8 8 -10 -11 -12 -13 -14 -15 16 -17 -18 18 20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.016757747085171623 -0.032353511970904136 0.011163628190934135 0.00093090923227572659 -0.0028290103472650881 0.010770926500575663 -0.00041263589332042995 0.0024707305618124741 0.11159774982012237 -0.10129104947004844 -0.010529464216409018 -0.0042538067709467437 -0.017362963520539142 -0.016559805719544112 -0.032339555324528278 0.0074634850842827775 -0.10949296799713169 -0.012390458092355894 -0.034478835272255225 -0.11502698354423047 0.047123610051565394 -0.046868860098137261 0.050640170683838283 -0.062027057563539725 -0.07696880629611394 0.059686039527878168 -0.037366707375633856 0.14207107201218605 -0.030062057962923341 -0.021787455526136219 0.0071842646671252119
leaf_count=5870 450 9333 1873 8056 4610 12209 27746 26 109 6793 4066 3191 9683 2971 60276 58 1306 134 20 215 435 106 597 126 96 253 20 825 1050 720
internal_value=0 -0.0832462 -0.000946148 -0.285931 -0.102587 -0.162494 0.0931757 -0.378994 -0.665097 -0.340253 0.074592 -0.139052 -0.274498 -0.43988 0.133084 -0.256303 0.140849 -0.591233 -0.259543 0.31584 -0.617491 0.486876 -0.866131 -0.419978 -0.04386 -0.469694 -0.0707239 -0.519758 -0.0421068 -0.160451
internal_count=163223 100413 71415 28998 34336 25660 37079 17751 2117 15634 8676 11247 11556 8841 62810 1228 61582 2008 910 349 561 126 1098 501 375 279 14104 845 13259 1170
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=0
split_feature=89 117 73 70 26 73 89 117 46 103 80 92 54 73 67 23 90 46 99 52 15 67 45 84 16 61 86 43 60 50
split_gain=1634.55 1204.23 554.309 521.8 446.38 356.848 318.91 318.403 247.937 265.501 258.072 238.659 264.637 242.671 232.969 208.8 208.216 250.867 207.965 203.301 196.891 190.749 190.672 184.595 202.051 183.112 223.243 230.043 179.665 178.911
threshold=-0.31248499999999996 1.0000000180025095e-35 -1.3430499999999996 1.5891500000000003 0.98113000000000017 3.7397000000000005 1.2814500000000002 1.0000000180025095e-35 2.8819500000000002 3.1794500000000006 -1.6960499999999998 -2.1895499999999992 -2.5488499999999994 -6.3378999999999985 -0.17125999999999997 3.5929500000000005 0.10072500000000002 -2.1669499999999995 -0.78912999999999989 -0.66000999999999987 0.50280500000000006 9.1712500000000023 -1.3506499999999997 -0.040539499999999992 -3.1604999999999994 0.77766500000000016 -2.1071499999999994 -5.6792499999999988 -1.7321499999999996 1.7349000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 5 11 6 7 8 14 10 -10 12 -1 -13 25 -16 28 -18 -3 -20 -12 -19 -4 24 -9 29 27 -27 -5 -2
right_child=3 18 22 16 -6 -7 -8 23 9 -11 20 13 -14 -15 15 -17 17 21 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.04951856874057959 0.0055897293715373199 0.0057245584608181833 0.0052521754602464785 -0.084524124562740333 -0.030454757668751671 -0.010493006995082585 0.011687973198970462 -0.0097142290828486026 -0.095820465447699163 -0.066752133250095269 -0.016793393965199913 -0.021298305062269429 -0.0028832769005695423 -0.010332042909173108 -0.013596192040916562 0.057972163158767631 0.020010660520530115 -0.0055417395764520124 0.0060933564649607985 -0.01271779064066721 0.011458284990527692 -0.11222493891559898 -0.0066544750662766066 0.0032854744788042758 0.016038617582206424 -0.1482664115726948 -0.0045637119901680246 0.022877775184636892 0.011018491678619954 0.021017804182885944
leaf_count=290 9728 18906 5108 50 3760 2971 25057 827 82 211 1574 6907 1424 18711 2643 106 995 17521 2435 3502 1014 42 9839 6521 9637 20 6843 1075 3095 2329
internal_value=0 -0.114219 -0.209966 0.0876756 -0.286045 0.129343 0.144236 0.0915914 0.021214 -0.255162 -0.169823 -0.241604 0.119657 -0.265774 0.0562227 -0.216731 -0.0479414 -0.0882635 0.0632195 -0.100052 -0.114483 -0.115937 -0.0517097 0.197769 0.280066 0.0937496 -0.0241905 0.395037 0.189991 0.171398
internal_count=163223 70882 46039 92341 31092 70638 67667 42610 25625 2881 2670 27332 1714 25618 22744 2749 21703 18558 24843 5937 2588 17563 14947 16985 10464 19995 7938 1095 3145 12057
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=0
split_feature=117 92 73 70 73 71 103 56 77 49 36 29 71 100 58 83 73 29 44 89 97 28 63 81 28 107 102 10 73 54
split_gain=1494.32 1389.95 522.577 318.51 289.759 281.922 281.179 265.364 239.964 306.844 229.408 216.927 214.604 223.289 209.35 206.857 195.582 237.621 192.509 191.752 203.187 188.558 186.593 182.672 192.586 179.716 222.793 203.846 179.643 175.454
threshold=1.0000000180025095e-35 1.4617500000000001 0.19776500000000005 -2.8520999999999996 -1.3430499999999996 1.9502000000000002 4.4543000000000008 -1.6659499999999998 -0.80805999999999989 0.47681500000000004 2.5532500000000007 17.654000000000003 0.24586000000000005 -1.1379499999999998 1.7437500000000001 -1.3136499999999998 -7.1937499999999988 -10.158499999999998 -0.97077499999999983 1.8224500000000001 -1.0330499999999996 2.0119500000000001 -0.30123999999999995 -0.56125499999999995 -1.3489499999999996 0.32942500000000002 -2.6924499999999996 -0.56496499999999983 -1.3060499999999997 1.8498500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 21 8 6 11 12 14 -10 23 -6 -4 15 25 -14 17 -5 19 -9 -21 -1 -20 -11 -25 -3 -27 -28 -2 -13
right_child=28 4 7 16 5 -7 -8 18 9 10 -12 29 13 -15 -16 -17 -18 -19 22 20 -22 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=0.005132925711645731 0.002057357283328393 -0.01652408952800024 0.0022357472949670206 0.00067021785131429019 -0.0094599098402775774 0.013363994828652729 0.08923055268824101 0.008476144125488267 -0.070129155028950091 0.060352090338002089 -0.062358344337415134 -0.079587226184575185 -0.0074902425768262103 -0.021500488679329896 -0.061551186539688885 0.043191515424509913 -0.0061082668546478674 -0.037814880417021801 -0.0018014705143699302 0.050511258333035262 0.015553454533384357 -0.14147370508448645 0.0079653752761431051 0.10390305662977284 -0.033800745024984959 0.070746736671473534 0.062680360618627293 -0.010066472775809212 0.0078402899717837978 0.024860228203675328
leaf_count=7090 19456 14865 6284 637 9675 1495 71 7308 473 115 168 190 730 2432 245 278 24020 1083 9032 593 1390 22 10664 29 204 111 106 1052 43354 51
internal_value=0 -0.0756746 -0.000972431 -0.0937338 -0.260975 -0.137718 -0.198344 0.0777493 -0.34246 -0.820808 -0.287515 -0.212542 -0.0652003 -0.265987 -0.313577 0.129749 -0.145491 -0.471239 0.125703 0.244357 0.520146 0.0935884 0.0697318 0.175766 -0.333233 -0.299645 0.0615773 -0.0681487 0.120979 -1.14968
internal_count=163223 100413 71563 32852 28850 11482 9987 38711 17368 989 516 9916 9724 3440 16379 1008 25740 1720 28987 9291 1983 7112 19696 348 233 16134 1269 1158 62810 241
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=117 73 108 76 76 70 103 77 73 26 90 78 3 81 0 26 16 2 94 100 51 55 70 109 37 43 48 14 16 99
split_gain=1348.62 1257.16 530.767 369.361 323.599 292.691 234.245 227.433 240.014 291.975 198.43 186.621 184.632 181.43 209.152 176.383 253.619 201.09 175.741 202.539 207.987 211.707 196.86 236.193 193.115 180.061 176.099 215.94 174.887 192.074
threshold=1.0000000180025095e-35 -0.48856999999999989 -2.4494999999999996 0.5555000000000001 11.778500000000003 0.96381000000000017 4.2772500000000013 0.51295000000000013 -6.3378999999999985 -0.63911999999999991 -2.2925999999999997 -2.7631999999999999 5.2851500000000007 0.093116000000000018 2.8025500000000005 -1.0991999999999997 -0.38564499999999996 8.4852000000000007 -1.8654499999999998 -1.5682499999999997 -1.30175 -1.6547499999999997 -1.9191499999999999 2.1794500000000006 -0.48520499999999994 -0.5728049999999999 18.778500000000005 18.472500000000004 -1.8369499999999999 8.7601000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 11 18 7 -5 12 8 -4 -10 -11 -1 -7 14 -14 16 -6 -17 19 20 21 -3 23 -20 -23 -22 27 -25 -24 -30
right_child=-2 3 4 5 15 6 -8 -9 9 10 -12 -13 13 -15 -16 17 -18 -19 22 -21 25 24 28 26 -26 -27 -28 -29 29 -31
leaf_value=-0.085274802973227842 0.0057465209851948404 -0.015216460422827647 -0.01908509046641186 0.0001922707049256777 0.0301176611731932 -0.013667416118928372 0.080352499661967169 -0.050054811980646374 -0.0028558865433404306 -0.023212834807806313 -0.010154811424290359 0.0065112329350860872 0.13164032538506118 -0.088539965635912876 -0.03961910778220664 -0.053295959692413568 -0.047515839504641159 0.078403747777144123 0.0092157353140894949 -0.011086703132663977 0.055587408606005806 0.16653707376531057 -0.0047743102164014726 0.040092234330144798 0.037832509672099897 -0.033033418442521778 0.14627149860198435 -0.10705670408474713 0.0056954776745978672 -0.019043413431411197
leaf_count=56 62810 52 6727 8444 206 5029 64 367 12802 3591 15326 4995 22 167 94 856 215 30 7242 3168 87 62 5856 607 55 168 37 26 23250 812
internal_value=0 -0.0718909 -0.19563 0.0292894 -0.234091 -0.112274 -0.294662 -0.217611 -0.210132 -0.173745 -0.252672 0.109872 -0.317574 -1.10348 -0.142777 -0.723503 -0.190578 -0.976732 0.0765206 -0.134863 0.514213 1.37454 0.0965917 0.236868 2.1207 -0.0559615 0.804912 0.680964 0.0594948 0.0972127
internal_count=163223 100413 45171 55242 40120 13820 5376 38813 38446 31719 18917 5051 5312 283 116 1307 421 886 41422 3592 424 169 37830 7912 117 255 670 633 29918 24062
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=0
split_feature=89 118 76 70 73 75 74 29 93 32 57 78 11 44 67 102 82 45 88 73 44 60 99 49 18 105 74 84 67 70
split_gain=1253.32 863.829 498.998 448.97 315.127 259.358 243.607 280.737 250.986 242.698 216.94 210.237 204.741 204.729 199.374 196.918 220.36 194.957 192.309 191.81 189.96 187.699 187.68 250.566 183.771 183.053 180.874 179.216 179.104 177.488
threshold=-0.31248499999999996 1.0000000180025095e-35 3.6104500000000006 1.5891500000000003 4.6490500000000008 1.7431500000000002 -2.2241999999999997 -1.7846499999999998 0.69225000000000014 -1.0340499999999999 0.62441500000000005 -1.61425 3.0389000000000004 4.7664500000000016 0.25290000000000007 -3.8980499999999996 -0.097849999999999979 0.42217500000000002 2.6855500000000005 1.1289500000000003 -1.47115 -1.7198499999999999 -0.78912999999999989 -0.99502999999999997 12.598000000000001 -8.4114499999999985 0.084997500000000017 -1.5234499999999997 2.1849500000000002 -2.0678499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 22 6 4 5 10 7 12 19 17 14 24 -3 21 15 16 27 -4 -16 -8 -6 -13 -1 -24 -5 -14 -21 -2 -11 -12
right_child=3 2 9 11 20 -7 8 -9 -10 28 29 13 25 -15 18 -17 -18 -19 -20 26 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0049486345699456848 -0.035451783765253264 -0.0029684341465391101 -0.10230694674465755 -0.016930318232812054 -0.11536777480397115 0.012778110440127353 -0.0031670362632261386 -0.017948456558825873 -0.085057017482493238 -0.015790122419184434 0.0097727057301998915 -0.036338193750966544 -0.060773000900643581 -0.01339538807241448 -0.0053184910637614491 0.010441785519218469 -0.086734044729450413 -0.033696480279558162 -0.094437889707466915 0.040732226295149145 -0.0094144860551664371 0.0024016473951360686 0.0096042431154646692 -0.01234883533078588 0.056413068846714765 -0.013673950345783503 -0.024369903606958957 0.0074339209961109473 -0.045001722008306932 -1.0872208851396831e-05
leaf_count=18906 332 9268 146 2899 43 13014 18696 7726 92 7536 5797 319 281 2638 1546 23091 86 356 63 459 2611 15759 1922 4015 88 776 139 915 564 23140
internal_value=0 -0.100016 -0.181109 0.0767735 0.115424 0.128621 -0.131205 -0.214802 -0.0533658 -0.398298 0.0985676 -0.0490236 -0.106924 -0.00970438 0.1648 0.187262 -0.186453 -1.07302 -0.176159 -0.0455087 -0.222623 0.0326604 0.0502658 -0.104838 -0.295391 -0.523902 0.511996 -0.0796785 -0.356482 0.0389818
internal_count=163223 70882 46039 92341 70638 67984 37437 18051 19386 8602 54970 21703 10325 18716 26033 24424 1333 502 1609 19294 2654 16078 24843 5937 2987 1057 598 1247 8100 28937
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=0
split_feature=117 92 73 49 44 16 73 77 49 100 110 52 83 10 58 107 44 73 61 46 18 46 25 93 12 51 18 17 101 1
split_gain=1141.61 1064.45 397.439 253.691 250.286 221.07 210.484 218.573 255.722 212.422 196.783 192.608 224.825 220.886 190.882 186.665 200.576 208.306 215.192 187.677 184.312 179.04 177.999 171.958 201.842 186.223 171.598 184.347 253.56 171.351
threshold=1.0000000180025095e-35 1.4617500000000001 0.59070000000000011 8.0272500000000022 -1.0170499999999996 -1.4643499999999998 -1.3790499999999997 -0.80805999999999989 0.47681500000000004 -0.063966999999999982 1.2738500000000001 0.65000000000000013 -1.3584499999999997 1.0392500000000002 1.7437500000000001 -2.2714499999999993 0.46589000000000008 -10.067499999999997 1.59535 0.58215500000000009 -0.43298999999999993 -3.0955999999999997 -16.612499999999997 -0.33664499999999992 -3.7900499999999995 43.995000000000005 0.128165 -0.98778999999999983 -0.88723499999999988 4.8849500000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 5 11 -4 7 14 -9 -8 -10 12 13 21 -3 16 22 -18 19 -19 23 -1 -6 24 -17 -26 27 28 -22 -14
right_child=-2 6 3 -5 15 -7 9 8 10 -11 -12 -13 29 -15 -16 20 17 18 -20 -21 26 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.043092508721992238 0.0052871053500084643 -0.012903869785156608 -0.0016699849897660957 -0.013241230372174321 0.031435692630638584 0.0078821381792483075 0.00068844774268750852 -0.065186681476150615 -0.0023827925828993997 -0.012815841655683009 -0.10348087769967539 0.014628925191837786 -0.020453378698001252 0.021690821455946235 -0.058013553541748468 0.10643303160640327 -0.052735887328597991 -0.08073050564932592 -0.094625759089694311 -0.012290257375432738 0.0022320961985405128 -0.0037958928544521049 -0.0072463333203799211 -0.011825983157096494 -0.0020092737254682647 0.087289743308546178 -0.00083610523343235739 0.0067192540161444677 0.076905990145527403 0.051976265082525654
leaf_count=214 62810 16003 8391 1982 321 21778 5686 457 443 5969 54 2757 1617 1337 238 44 428 103 85 3643 202 4186 4045 7348 5576 59 5981 1120 260 86
internal_value=0 -0.0661434 -0.000770827 0.0817394 -0.06808 0.104508 -0.228302 -0.298624 -0.763813 -0.124553 -0.267346 0.0668071 -0.0168557 0.0778554 -0.271298 -0.11516 -0.238663 -0.393063 -0.319143 -0.283442 -0.0634256 -0.0303082 -0.0880465 -0.135515 -0.00482677 -0.0214858 0.0607464 0.353628 0.885127 -0.335915
internal_count=163223 100413 71563 32151 39412 30169 28850 17195 954 11655 497 10197 7440 5737 16241 29215 8625 4259 3831 3746 20590 4400 4366 13027 5679 5635 7563 1582 462 1703
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=0
split_feature=73 117 92 73 70 75 76 95 46 4 74 117 110 26 13 109 19 29 73 11 56 39 50 46 107 82 59 46 37 67
split_gain=1064.97 713.885 448.575 378.095 313.837 306.291 269.394 229.381 230.796 206.573 206.541 189.159 194.759 186.542 236.928 224.547 239.033 212.419 192.143 191.932 188.126 183.109 180.746 183.359 176.614 226.474 226.231 235.493 204.343 173.28
threshold=-0.58831999999999984 1.0000000180025095e-35 -2.2298999999999993 4.6490500000000008 1.9949000000000001 1.7431500000000002 11.778500000000003 -0.019587999999999998 -2.1669499999999995 6.9411000000000014 1.4518500000000001 1.0000000180025095e-35 2.9510500000000004 0.93889500000000015 5.1822000000000008 1.4023500000000004 -1.2465499999999998 1.2573500000000004 -6.3378999999999985 -1.3194499999999996 4.2502000000000004 1.7490500000000002 -0.97424999999999995 2.7464000000000008 -8.8206499999999988 11.816500000000001 -2.0551499999999998 4.011400000000001 -1.9036499999999996 -0.31481999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 11 13 8 -6 24 -7 22 -13 14 15 18 17 19 -4 -17 -21 -9 -2 29 25 -3 27 28 -26 -24
right_child=3 9 6 -5 7 10 -8 21 -10 -11 -12 12 -14 -15 -16 16 -18 -19 -20 20 -22 -23 23 -25 26 -27 -28 -29 -30 -31
leaf_value=0.0054989065531953615 -0.0030402413221736319 -0.016458520285029334 -0.01546802838711301 -0.010767273446324006 0.024191926827114435 0.064774616391876261 -0.032786218040264568 0.0021686586875791464 -0.0068923749904193686 -0.022984697711642341 0.011585689506749666 0.0089584097261349565 -0.0073186299612332034 -0.017576983997420841 -0.028004742303729565 0.16728470757089814 -0.020910220837941137 0.21808004796504976 -0.0055293522782519956 -0.00090579442734265857 0.11412113240609567 0.025306024413767527 0.0076901877267499868 -0.0085187311889584789 0.03136647050736726 0.080933589356080193 0.0013934545878072017 0.11843200804630541 0.0068094308806009585 -0.0061268414857698072
leaf_count=5003 12738 1603 6144 4467 628 185 1300 3841 12157 798 13600 21109 2013 6172 1422 29 137 20 23325 137 48 1100 17878 2457 1100 62 17413 53 3685 2599
internal_value=0 -0.0950445 -0.171811 0.0686479 0.0826958 0.11183 -0.208208 -0.0365922 -0.10731 0.0408109 0.24599 0.0803739 0.150827 -0.192666 -0.1613 -0.142296 0.630829 1.24501 -0.152029 0.953736 0.578781 0.146393 0.0347076 0.087757 0.0575112 -0.256638 0.0810184 0.272314 0.249095 0.11873
internal_count=163223 68451 43737 94772 90305 72579 38734 17726 12785 24714 13785 58794 23122 37434 31262 29840 371 234 29469 214 185 4941 35672 22934 23916 1665 22251 4838 4785 20477
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=0
split_feature=73 117 92 73 70 75 26 73 95 46 74 111 100 110 98 11 117 110 34 78 39 112 61 36 46 15 109 88 12 16
split_gain=961.131 644.281 404.839 341.23 283.238 276.428 228.146 220.615 207.016 208.293 186.403 184.256 182.397 238.432 275.149 180.645 171.514 198.067 169.547 166.815 165.256 165.21 164.724 194.083 224.602 164.19 257.102 183.198 184.304 162.296
threshold=-0.58831999999999984 1.0000000180025095e-35 -2.2298999999999993 4.6490500000000008 1.9949000000000001 1.7431500000000002 0.99628500000000009 -6.3378999999999985 -0.019587999999999998 -2.1669499999999995 1.4518500000000001 33.184500000000007 -2.0965499999999992 -4.2401999999999989 -1.2181499999999998 8.5766000000000009 1.0000000180025095e-35 2.9510500000000004 -1.01725 -6.0758499999999991 1.7490500000000002 18.366500000000006 -16.998999999999995 -2.2098499999999999 2.3375500000000007 -1.4323499999999998 -0.21395499999999998 -0.43224999999999997 1.1278500000000002 -3.1604999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 11 7 12 9 -6 -7 16 13 -4 18 -9 -2 -18 -15 -3 -10 -11 29 24 -24 26 -17 -28 -29 -21
right_child=3 19 6 -5 8 10 -8 15 20 21 -12 -13 -14 14 -16 25 17 -19 -20 22 -22 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=0.0052239610966156877 0.0014653794919181531 -0.025624727401570235 -0.070304296299433106 -0.010228910214572692 0.022982327904203997 0.061535884879114155 -0.018793264296379779 -0.0051347225388347732 0.0020602257734408762 -0.0068069935914321193 0.011006404758295464 0.048978047959092594 -0.017353842608814299 -0.12318577996709131 0.13357730930050213 -0.031183570705134157 0.0084202119270212778 -0.0081738214848879522 0.067133605599403387 -0.10219971563242246 0.024040722541997888 0.1245070536620915 0.052428455865066059 0.0026823225028410631 -0.070210593996480816 -0.036480999075892299 0.095852102434381525 0.063462048376861369 -0.099400112777948385 -0.014175423227325776
leaf_count=5003 35529 537 39 4467 628 185 6068 24411 3841 12133 13600 225 6816 22 72 237 21074 1966 25 57 1100 24 336 23098 42 880 94 38 32 644
internal_value=0 -0.0902923 -0.16322 0.0652155 0.078561 0.106238 -0.197797 -0.16472 -0.0347626 -0.101945 0.233691 0.0763552 -0.322454 0.739741 1.44299 -0.121903 0.0728854 0.140085 -0.439041 0.0387704 0.139074 -0.130955 0.0510146 0.0652781 0.776038 -0.487946 0.0424113 1.00498 -0.219785 -0.426658
internal_count=163223 68451 43737 94772 90305 72579 38734 32666 17726 12785 13785 58794 6974 158 119 25692 58569 23040 47 24714 4941 12157 24177 23476 378 1281 401 164 70 701
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=0
split_feature=89 117 76 117 27 92 46 55 38 16 103 108 2 97 87 76 58 59 76 43 94 7 81 22 38 73 103 70 73 71
split_gain=892.412 442.701 431.949 388.501 306.102 262.367 201.677 192.177 216.339 193.596 273.184 247.809 230.142 184.25 181.18 176.035 175.818 217.519 281.183 179.499 182.901 166.189 164.181 175.456 305.983 224.295 208.715 193.843 169.354 165.957
threshold=-2.0237499999999993 1.0000000180025095e-35 -0.41506999999999994 1.0000000180025095e-35 -0.085117499999999999 -0.41676999999999992 -1.0345999999999997 3.3144500000000003 7.0994500000000009 -2.0680999999999998 -1.1104499999999999 -0.40374999999999994 -2.1024499999999997 78.694500000000019 1.5894000000000001 2.4407500000000004 0.48705500000000007 1.4853500000000002 8.6135000000000019 1.9060500000000002 -3.4910999999999999 -1.01135 3.4861500000000007 -0.99325999999999992 0.084297000000000011 -3.2229999999999994 1.0932500000000001 -1.6276499999999998 -3.8369499999999994 -3.3111499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 6 -4 8 -3 12 13 21 -9 -11 -13 -10 19 -18 -19 22 -21 -12 29 25 28 26 -24 -26 -25 -5
right_child=1 7 5 16 -6 -7 -8 9 15 10 11 14 -14 -15 -16 -17 17 18 -20 20 -22 -23 23 24 27 -27 -28 -29 -30 -31
leaf_value=-0.0066595708564381505 0.0041611346684242373 0.0063024369726617964 0.009014435500817054 0.021002200341151286 -0.01862661117646813 -0.0065823976485795566 -0.0024766877436548209 -0.023606231335100449 0.037961511930167086 0.0056811517210510693 -0.043274996531329601 -0.056803190965354348 0.021462910136687455 0.14110836694733456 0.0078414731157513771 0.16597711792164774 -0.030720216938344203 0.070856501374307074 -0.056673966606075946 -0.0011429690878933551 0.14070515620052823 0.0084433874173660793 -0.030475064981514696 0.038864253509565072 0.15730706753039903 -0.096061703941474369 0.10751870803534985 0.0074446317600583489 0.11617217016152359 -0.0028091704970441777
leaf_count=17126 30722 46363 5666 797 7767 27423 11709 389 167 738 216 652 1042 26 130 32 824 129 65 44 47 553 87 199 22 75 40 1124 110 8939
internal_value=0 0.0403098 -0.00810235 -0.135636 -0.207869 -0.0707321 0.0254115 0.112984 0.130514 -0.10492 -0.283654 -0.524752 0.184228 0.205799 -0.921133 1.17094 0.00819051 -0.390114 0.562544 0.0434982 1.44238 -0.12167 0.0323248 0.32331 0.444556 -0.550021 0.259751 0.206431 1.3277 -0.0171989
internal_count=163223 125828 75520 37395 24893 44798 17375 50308 46562 3746 2315 1551 1431 764 782 199 12502 1018 194 11484 91 769 11393 1657 1455 202 127 1146 309 9736
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=0
split_feature=76 117 90 117 36 61 101 96 76 10 11 103 61 84 68 90 70 20 29 94 111 1 59 106 103 74 56 109 39 88
split_gain=826.924 508.863 392.472 281.128 239.03 229.485 262.905 213.058 204.06 202.998 206.62 190.923 225.875 183.641 185.965 181.999 271.439 180.109 251.103 206.464 186.016 179.837 179.804 173.13 173.89 172.407 214.255 248.194 212.161 170.232
threshold=2.7962500000000006 1.0000000180025095e-35 -1.22285 1.0000000180025095e-35 16.480000000000004 0.019572000000000003 147.58000000000001 -0.26879499999999995 -0.76803499999999991 -0.81723999999999986 13.286000000000003 -1.3721499999999998 0.85326500000000005 4.9078000000000008 -0.78656499999999985 1.3771500000000001 -0.15143499999999996 2.1770500000000004 -8.9377499999999976 -0.084230499999999986 4.0951500000000012 9.4892500000000002 -0.88919999999999988 -0.60382499999999995 -0.12952999999999995 2.1493500000000005 -1.4576499999999999 2.5840500000000004 -0.83006499999999994 -1.4167499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 17 21 6 9 -8 -1 -4 25 13 23 14 -10 -7 -17 19 -19 22 -20 -5 -2 -13 -25 26 28 -28 -11 -30
right_child=3 -3 5 4 -6 15 7 -9 11 10 -12 12 -14 -15 -16 16 -18 18 20 -21 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.00054356091149305866 -0.026078107198700309 0.0053252634609746961 -0.0020491991403279344 -0.00085320961305752072 0.12388573900649423 -0.0035849277858454238 0.24146861033070657 0.032348575674254323 -0.03022864570725808 0.013194293548666532 -0.047363524453967444 -0.0037830223024933884 -0.03192161024361849 -0.044908705088927088 -0.006292065924649622 0.011358209924036564 -0.0024894788925538236 0.050895565176575355 -0.020026646958097739 0.0014459707889611689 -0.056310513070997249 -0.055526569300921626 -0.0093208101612907695 0.035359043598175051 -0.12159463696181774 0.033199458854054946 0.011871606684015157 -0.099797100543975836 -0.029997186353672059 0.0031774183484389543
leaf_count=10112 2080 53746 6309 8873 38 23974 21 29 1243 1010 162 10435 800 581 2337 6257 8146 116 3414 3292 394 153 6948 25 60 723 10306 50 924 665
internal_value=0 0.0304905 -0.0180486 -0.166157 -0.0250627 0.0270881 0.113364 2.40358 -0.121355 0.10768 0.17545 -0.193522 -0.126192 -0.376692 -0.29206 -0.0183214 0.0705256 -0.244886 -0.431465 -0.18546 -0.475616 -0.0355996 -0.263632 -0.0872387 -1.50864 0.188747 0.162224 0.226649 -0.0944839 -0.322271
internal_count=163223 137915 84169 25308 9064 58576 20199 50 25593 20149 13840 15481 11320 4161 3580 38377 14403 16244 3924 12320 3808 9026 9028 10520 85 13678 12955 10356 2599 1589
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=0
split_feature=89 117 76 44 117 76 26 10 32 17 91 2 66 8 32 69 36 13 9 53 97 76 89 11 46 60 39 7 20 108
split_gain=762.717 450.817 331.83 328.854 242.595 261.177 226.122 211.104 207.861 195.776 191.032 187.707 177.715 199.659 177.3 173.809 203.045 228.732 185.648 175.797 183.996 170.454 185.777 191.356 194.419 179.224 173.823 171.821 169.991 172.227
threshold=-0.31248499999999996 1.0000000180025095e-35 3.6104500000000006 -0.74684499999999987 1.0000000180025095e-35 0.49182500000000007 -15.952499999999999 -3.3218499999999995 -1.0340499999999999 -1.7104499999999996 0.30968000000000001 -2.1758499999999996 -0.013037999999999999 -1.2381499999999999 1.8491500000000001 10.876000000000003 3.1940500000000003 2.7996500000000002 -0.63185499999999994 9.3523000000000014 78.694500000000019 -0.88111499999999987 -5.3202499999999988 2.9547500000000002 4.6057500000000013 3.4317500000000005 5.8820500000000004 0.14964500000000003 12.411500000000002 -2.4699999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 21 7 5 -5 9 11 10 -7 -4 -2 13 -6 -15 19 -17 18 -18 -8 -21 26 23 24 -23 -26 -1 -25 29 -9
right_child=3 -3 8 4 12 6 15 28 -10 -11 -12 -13 -14 14 -16 16 17 -19 -20 20 -22 22 -24 27 25 -27 -28 -29 -30 -31
leaf_value=-0.00018293669605947031 -0.034363401061705046 0.0015271588038807311 -0.062290538328500539 0.0014794242446688633 0.020027815192449259 0.049979952474435173 -0.0033536661454411213 0.020834905303992325 -0.013750895276665688 -0.077134419408144139 0.014935268014669418 -0.00036057557431889937 0.013289124537010869 -0.0024711129063412982 0.0093863766172147065 -0.039816421443347967 -0.045028006285429002 -0.082401621422984392 0.056890818319150382 -0.032542408450796 0.089830650296062242 -0.013377306435439513 -0.0051139318752585153 -0.066283129789822162 0.2025597742199898 0.0034717838351543137 0.092327387031971242 -0.013799293846199193 -0.041882914157913009 0.0071915173588134752
leaf_count=11606 465 24843 402 20537 1462 36 11312 2507 8100 191 100 3192 4704 11695 4316 757 60 55 175 766 32 3821 21286 336 20 26 51 291 170 29909
internal_value=0 -0.0780226 -0.136606 0.059891 0.011924 -0.0412482 -0.149943 0.134136 -0.313717 -1.13951 -0.938138 -0.093683 0.093254 0.0468066 0.0145049 -0.13287 -0.523761 0.187733 0.61738 -0.0990744 -0.552704 -0.0959102 -0.141284 -0.326034 -0.242944 1.80064 0.00443602 -0.838492 0.159703 0.164933
internal_count=163223 70882 46039 92341 56098 33921 13384 36243 8602 227 502 3657 22177 17473 16011 13157 1047 290 235 12110 798 37437 25780 4494 3867 46 11657 627 32586 32416
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=0
split_feature=89 76 117 68 76 76 110 29 14 16 101 79 75 63 101 71 41 89 39 36 18 0 5 43 94 48 5 90 26 102
split_gain=695.66 345.722 281.568 280.175 248.341 200.61 187.885 183.201 180.497 176.993 167.797 165.417 231.694 199.167 215.894 165.461 208.84 213.409 182.716 161.211 163.164 159.901 175.547 158.672 164.375 158.288 194.936 203.589 200.808 158.025
threshold=-2.0237499999999993 3.7088500000000004 1.0000000180025095e-35 0.70834500000000011 -0.64272499999999988 0.073923500000000017 4.3619500000000011 -1.7357999999999998 22.167500000000004 1.4171500000000001 -0.040923999999999995 -0.95013999999999987 0.5498900000000001 15.410500000000001 -1.7770499999999998 -3.7340999999999998 0.77379500000000012 0.66321500000000011 2.0205000000000006 -1.65865 6.2663000000000011 -2.2390499999999993 -2.1676999999999995 1.9060500000000002 -3.4910999999999999 -0.55515499999999995 2.3809500000000003 0.83425000000000005 -0.45149999999999996 -3.0216499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 -2 -1 -5 7 9 -3 -6 -10 15 29 14 -14 16 18 -18 -7 20 21 -17 -23 -4 -25 26 27 -21 -28 -13
right_child=1 8 23 5 6 11 -8 -9 10 -11 -12 12 13 -15 -16 19 17 -19 -20 25 -22 22 -24 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0013832569918325261 0.0042975259889430932 -0.0082374524721291632 -0.000393823291699082 0.0022601089788122693 -0.0020089340761364231 -0.080434841103851795 -0.04689872703359773 -0.016288124222436497 -0.0057739996401193951 -0.0204082237015084 0.056063333300137241 -0.054339546677382555 0.085473377753264648 -0.072892774431163376 0.015527643635831773 -0.10622575125026126 0.16641997154112217 0.021503132852010949 0.078221796987497288 -0.076108417297703235 0.10989688016856328 0.072873501184872014 -0.0017710537203192833 0.0047096085932571445 0.12814139622947848 -0.022902762476536158 0.096901855919332744 5.3737515579456343e-05 -0.065224335666180938 -0.003024662583770571
leaf_count=7399 77389 10127 12393 21294 6175 86 384 9277 224 1658 215 153 121 58 1250 31 27 430 23 91 39 94 486 60 49 3277 21 2452 211 7729
internal_value=0 0.0355898 -0.119754 0.0514602 -0.181248 -0.0190166 -0.246206 -0.23068 -0.137536 -0.11807 0.490216 -0.101499 -0.0132478 0.35723 0.434017 -0.214557 0.304643 0.601299 -0.939137 -0.258405 0.214842 0.0882612 0.20653 0.00268893 1.20395 -0.309233 -0.133488 -0.0534338 -1.01098 -0.080415
internal_count=163223 125828 37395 115262 24893 37873 17494 17110 10566 7833 439 16579 9311 1429 1371 7268 566 457 109 6702 650 611 580 12502 109 6052 2775 2543 232 7882
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=89 117 73 46 76 22 76 72 15 32 70 98 93 93 109 76 67 45 109 67 107 56 39 60 100 50 0 54 89 90
split_gain=641.065 381.427 301.623 321.984 276.878 216.548 211.221 205.929 187.596 187.528 187.198 187.14 183.42 182.48 208.323 183.281 176.517 175.876 171.674 188.345 237.244 181.619 197.065 194.378 220.491 211.103 190.748 189.417 240.558 185.57
threshold=-0.31248499999999996 1.0000000180025095e-35 4.6490500000000008 2.8203500000000004 3.6104500000000006 -0.3898049999999999 -1.4681999999999997 1.1289500000000003 -1.36195 -1.0340499999999999 1.8035500000000002 26.310500000000001 0.69225000000000014 -0.80052999999999985 -1.6853499999999999 1.04315 3.8142500000000008 0.42217500000000002 1.8484500000000004 0.25290000000000007 1.5792500000000003 -0.65631499999999987 3.1823500000000005 3.4518500000000008 -0.063966999999999982 -0.36835499999999993 2.8025500000000005 1.5912500000000003 1.8457500000000002 -2.2925999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 10 12 -5 -7 13 -9 17 18 -4 -1 -8 -15 -16 -10 -6 19 21 -21 22 -2 25 -25 -23 -24 28 -26 -27
right_child=2 -3 11 5 9 6 7 8 16 -11 -12 -13 -14 14 15 -17 -18 -19 -20 20 -22 23 26 24 27 29 -28 -29 -30 -31
leaf_value=-0.004237503380023093 0.00072089290404975346 0.0014165677659131106 -0.0086751333020260359 0.0061856071334068091 -0.0902283809160533 -0.052633252651129163 -0.079665493725117331 -0.049846361993441307 0.016492735366882557 -0.012522081835770313 -0.00052627437267110597 -0.076280024601590071 -0.074543489387599374 0.10179532128499776 -0.0050062212862800109 -0.024214546030620114 0.12418384881922975 -0.02506190704998006 0.011496906384414387 -0.01111950590682894 0.017686000876209411 0.018686523230091966 0.020580838637738477 0.0079394780395158383 0.03045691085225671 0.048323395216167901 -0.038227322489665067 0.069464607723775884 -0.09496278538776097 0.0042581149597658817
leaf_count=37344 20960 24843 4079 2975 146 278 97 103 781 8100 15244 105 93 41 3778 1850 40 356 10464 3566 894 3207 2018 1465 865 242 148 324 40 18777
internal_value=0 -0.0715302 0.0549074 0.0673584 -0.125416 -0.102143 -0.198572 -0.16308 0.275195 -0.287199 0.0889063 -0.207434 -0.0882431 -0.233314 -0.210043 -0.226405 0.434791 -0.880294 0.112977 0.0896677 -0.10691 0.107916 0.0440927 0.167144 0.420821 0.136396 0.331251 0.733169 0.49827 0.0963761
internal_count=163223 70882 92341 88157 46039 9943 6968 6690 924 8602 78214 4184 37437 5766 5669 5628 821 502 62970 52506 4460 48046 23126 24920 2694 22226 2166 1229 905 19019
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=0
split_feature=73 117 103 73 26 89 46 77 110 91 4 84 93 7 87 61 24 87 79 102 111 90 78 49 52 5 121 1 72 56
split_gain=592.452 356.72 299.374 251.923 217.211 224.045 210.836 206.442 203.137 196.924 183.663 178.96 176.561 183.197 172.519 172.232 171.361 166.178 196.355 192.494 166.754 179.579 163.327 162.456 161.818 167.563 163.6 225.017 179.561 166.897
threshold=-0.58831999999999984 1.0000000180025095e-35 3.9900500000000005 4.6490500000000008 0.93889500000000015 -5.3202499999999988 2.8203500000000004 0.53208500000000003 4.189750000000001 -1.9774499999999999 6.9411000000000014 1.2646500000000003 -4.3037499999999991 -1.3125499999999997 -2.1505499999999995 -3.1810999999999994 -0.046805999999999993 -3.9242499999999993 -2.2241499999999994 -2.6924499999999996 33.184500000000007 0.38772500000000004 3.0039500000000001 15.215000000000002 15.023000000000001 -1.5030499999999998 1.5000000000000002 -1.6659499999999998 -1.5944499999999999 -0.55679499999999982
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 6 5 15 17 -7 11 12 -3 -4 13 -6 -9 -1 -13 18 19 -2 -19 -22 -12 -11 25 26 -17 28 -28 -30
right_child=3 10 8 -5 9 7 -8 14 -10 23 22 16 -14 -15 -16 24 -18 20 -20 -21 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0068304228334942849 -0.091238174531608818 0.002044561530968846 0.023488443572156997 -0.009030654420958904 0.048631377935966599 -0.0029516820326631202 -0.0036358765873066353 0.052398111874406988 -0.048349233887856828 -0.0096864629926857355 -0.018712740076363452 -0.0031147483475728053 -0.047963796195453046 -0.026712024148281027 -0.072071197670832116 -0.057093494751236651 -0.11603106787162168 0.0034684142920569671 0.012019595739240324 0.070087322729202567 0.058153640308957255 -0.043935692093621657 -0.16342187760397794 -0.056526406373207772 0.092338978763549573 -0.016594251651988193 -0.029506724975679233 -0.072204786714385544 0.17438857678104849 0.0042076886892318732
leaf_count=5069 20 23916 1549 4467 107 26605 10203 33 125 5163 778 168 777 328 178 550 42 77599 1935 245 251 52 20 192 31 2647 46 68 34 25
internal_value=0 -0.0708902 -0.125155 0.0512019 -0.142709 -0.11163 0.0626688 -0.0668474 0.264792 -0.3097 0.0251443 0.352325 -0.673694 -0.163586 -1.05209 -0.253412 -0.51396 0.0799136 0.35095 1.15824 0.0722593 0.812667 -0.446791 -0.227318 -0.427502 -0.448423 -0.875083 -0.0269169 0.890875 2.04556
internal_count=163223 68451 43737 94772 41853 35286 90305 26816 1884 6567 24714 1759 1212 435 211 8470 210 80102 2200 265 77902 303 798 5355 3401 3370 723 173 105 59
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=0
split_feature=76 117 89 70 54 23 61 76 2 88 111 87 12 27 90 82 87 26 24 6 12 87 11 60 10 41 26 86 93 22
split_gain=559.189 370.434 305.641 216.869 187.743 208.749 183.749 179.054 191.515 196.506 179.821 181.961 191.863 177.212 204.613 170.266 167.994 164.865 203.741 158.335 174.477 173.637 184.744 179.695 154.309 182.328 176.058 185.507 185.026 184.988
threshold=2.7962500000000006 1.0000000180025095e-35 -1.7460499999999997 1.8753500000000003 3.1950500000000006 -3.4641999999999995 1.9163500000000002 13.291000000000002 8.4852000000000007 60.495500000000007 5.0379500000000013 4.0516500000000013 0.51566000000000012 1.4664500000000003 -0.26231499999999991 4.9297500000000012 2.3650500000000005 -4.2302999999999988 -1.1515499999999996 -4.3308999999999989 0.37862500000000004 0.62838000000000016 -2.0685499999999997 -1.6386499999999999 1.3517500000000002 -2.4955499999999993 -0.50364999999999993 3.5179500000000004 -7.0070999999999986 6.4714500000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 24 -4 5 6 -5 10 9 16 -2 12 15 -6 -15 -12 -9 18 -17 20 -3 23 -23 -22 26 -26 -1 28 -28 -30
right_child=7 19 3 4 13 -7 -8 8 -10 -11 11 -13 -14 14 -16 17 -18 -19 -20 -21 21 22 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.0040327940288170721 -0.0044006230665751961 0.0055584665323246225 0.0022755327023492203 -0.021967769046163849 -0.025478389529716507 -0.00014102932691369507 -0.11308389988083106 -0.033253494584385083 0.065357325375080114 0.11080669858134712 -0.025387165383694489 -0.14056084341099184 0.10295546392444521 -0.10041952602406766 0.006636538671888831 0.20556231212356818 0.018851532834458215 -0.017969946174692081 0.028342853229154242 0.0049915582001845669 -0.1893500907769935 0.11895129001682758 -0.013487124124610887 -0.042341783356084552 -0.05673118056995529 0.029243575890897322 0.014701388653461224 -0.053646979215442106 -0.016715996871237229 0.097079035432802316
leaf_count=13972 21679 862 51932 372 1852 9077 65 1462 60 26 1674 31 32 47 886 23 173 93 55 52015 22 28 442 377 70 518 558 289 4495 36
internal_value=0 0.0250733 -0.0163406 0.017233 -0.102168 -0.0353218 -0.71041 -0.136636 -0.448029 -0.511431 -0.113916 -0.408232 -0.368545 -0.330526 0.0248715 -0.410651 -0.554805 0.539835 1.612 0.0899297 -0.207601 -0.523803 -0.111944 -1.00895 -0.124499 0.38017 -0.139835 -0.293582 -0.249323 -0.316237
internal_count=163223 137915 84169 64231 12299 9514 437 25308 1721 1661 23587 1908 1877 2785 933 1845 1635 171 78 53746 1731 869 470 399 19938 588 19350 5378 5089 4531
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=0
split_feature=78 117 76 6 47 70 112 12 9 34 81 44 41 10 102 108 12 62 64 21 10 48 19 98 108 108 53 18 81 72
split_gain=512.572 347.927 265.606 235.31 213.677 208.664 218.511 189.554 188.694 188.832 247.242 218.8 203.284 194.295 187.759 228.39 186.073 179.888 171.126 170.42 170.019 221.047 186.634 192.569 204.081 167.315 207.777 171.593 208.156 202.422
threshold=-0.53299499999999989 1.0000000180025095e-35 1.6246500000000001 -3.1754499999999992 3138.3500000000004 -2.8520999999999996 1.2476500000000004 -3.2740999999999993 -1.44695 -0.32965499999999998 1.3879000000000001 -1.3634499999999996 -3.0985999999999998 -2.2115499999999995 -0.4588799999999999 2.6659000000000002 -1.9364499999999998 -2.6630499999999997 -1.5503499999999997 2.0988500000000005 -0.18049499999999999 -0.90068499999999985 -0.68397999999999992 0.11317500000000001 3.8513000000000006 2.8759500000000005 -1.7238499999999999 -1.4934499999999999 7.8269000000000011 2.2744500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 14 -4 8 6 -2 18 9 11 -11 -3 -12 -14 15 19 -10 25 -5 -1 -8 22 23 24 -22 27 -27 28 -7 -29
right_child=5 4 3 7 -6 17 20 -9 16 10 12 -13 13 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=0.0071164884674226915 0.011584987423886493 0.04874223916757045 -0.029330369757037202 -0.096731509917821645 -0.08074843123366561 -0.024995264807173019 0.005425883166701128 -0.0072033265376515348 0.039311358694187615 -0.030745339034062426 0.048851099009284887 -0.0031807572269245705 0.030407553680918433 -0.059414152742216467 -0.0059939560919536113 -0.0092270335770205363 0.0033321236714285111 0.0016980420113369367 -0.02098317702429172 0.035761131414386617 -0.012373028921549137 -0.032255732807133917 0.01914655066471033 -0.1011310450336896 0.14177950944920834 0.043732429035007958 -0.04939267304333219 0.0064495956876165252 0.031999325242732239 -0.035159606643045245
leaf_count=4175 10816 217 1478 78 79 1394 5954 18801 367 1335 205 3121 110 133 10459 2065 17242 76755 1691 593 892 777 725 60 22 70 415 2685 181 328
internal_value=0 -0.0714643 -0.128436 -0.201204 0.0267988 0.0439424 0.137631 -0.173512 0.0325049 -0.136449 -0.39919 0.00389408 0.243626 -0.375082 -0.0356545 0.0932646 0.0816398 0.0219069 -0.486463 0.213581 0.0169366 -0.203287 -0.00122668 -0.287176 -0.173251 -0.160471 -0.719039 -0.101424 -0.368908 0.038399
internal_count=163223 62149 39340 22048 22809 101074 19246 20570 22730 5121 1783 3338 448 243 17292 6833 17609 81828 1769 4768 8430 2476 1699 974 914 5073 485 4588 1575 3013
shrinkage=0.05


Tree=29
num_leaves=31
num_cat=0
split_feature=73 70 117 76 95 73 77 50 11 71 15 23 50 54 32 50 14 22 58 57 70 26 97 110 87 102 52 37 40 14
split_gain=478.817 346.726 252.509 254.062 194.845 173.147 162.353 230.895 154.789 215.79 153.463 176.298 176.104 152.594 148.39 179.163 185.352 175.594 169.877 169.728 189 150.903 150.13 176.782 155.419 162.069 149.625 148.195 148.169 213.333
threshold=-1.4950499999999998 -2.8520999999999996 1.0000000180025095e-35 -0.41506999999999994 -5.3075999999999999 1.3092000000000001 -1.0799999999999998 -0.43387499999999996 8.1698500000000021 2.0302000000000002 4.1244500000000004 -4.2773499999999993 21.246500000000001 -3.2984999999999993 2.0675500000000002 1.7349000000000003 -1.3785499999999999 -5.5156499999999991 2.2116500000000001 1.1206500000000001 0.78614000000000017 -9.1885499999999976 -1.5221499999999997 2.5526000000000004 -2.7825499999999996 4.0238500000000004 -1.4179499999999996 11.134500000000001 2.5081500000000005 -1.8543499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -5 14 -3 -8 10 -10 -7 -12 13 -13 15 17 18 -6 28 -18 -21 26 23 24 25 -23 -16 -24 29 -17
right_child=2 6 -4 4 5 8 7 -9 9 -11 11 12 -14 -15 21 16 19 -19 -20 20 -22 22 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0034336598051239037 0.0030108107889319901 -0.005368900288503912 0.0047668534736446866 -0.018220263552124218 -0.10418497432361951 0.013782756152119794 -0.033086515116266493 -0.004334499106149782 -0.0067607182635660238 -0.11623855973348807 0.097855891747814089 0.082501451394387665 0.12098194804528487 -0.024400279579820869 0.13183803779127842 -0.10802032634277235 0.017551946325568994 -0.0041598569006054487 0.10183223317666301 0.010063155782878284 -0.021759046631497008 0.10532358210119937 -0.0060936938771781642 0.021221583669769093 -0.046853876784706205 -0.037009272343582582 0.011698022515538635 -0.040788925128867198 -0.049374138112179937 0.0079306368209957779
leaf_count=12053 33335 36649 44380 2013 44 3458 1318 1485 214 57 36 35 23 722 34 44 2810 15628 29 1290 731 36 4771 142 710 45 109 329 290 403
internal_value=0 -0.0797684 0.0367754 -0.00182044 -0.0626384 -0.0436494 -0.125119 -0.35708 0.137137 -0.595748 0.183607 -0.206472 -0.30633 -0.389153 -0.0735883 -0.0339649 0.119615 -0.0888137 -0.337395 0.192079 -0.0289401 -0.210044 -0.234109 -0.602927 -0.787358 0.524995 0.805256 -0.166638 -0.43081 -0.0696576
internal_count=163223 51505 111718 67338 34003 31990 39452 2803 4545 271 4274 816 780 757 27445 21269 5597 15672 766 4831 2021 6176 6033 933 791 81 143 5100 737 447
shrinkage=0.05


Tree=30
num_leaves=31
num_cat=0
split_feature=117 92 56 44 10 75 17 67 97 70 29 105 68 101 22 59 83 40 65 101 92 20 41 39 94 103 103 37 82 68
split_gain=445.261 450.079 242.626 197.112 181.699 172.266 186.908 164.986 200.333 194.233 180.413 235.579 219.561 183.836 179.695 169.425 168.532 185.651 168.705 164.428 196.962 191.532 251.745 224.888 183.016 180.716 189.757 185.802 174.984 258.838
threshold=1.0000000180025095e-35 1.4617500000000001 -1.7463499999999998 -1.0354499999999998 -0.59219999999999995 1.9510500000000002 -1.62225 3.1839500000000007 -2.0041499999999997 -0.19135499999999997 -4.0537499999999991 -2.9678499999999999 0.27524500000000007 6.2153000000000009 -4.3514499999999989 -0.67198499999999994 -0.44614999999999999 -1.4177499999999996 -1.6006499999999997 -0.15401999999999996 1.5004500000000001 -0.5711949999999999 1.9230500000000001 2.2445500000000007 -1.7629499999999998 1.8452500000000003 3.9900500000000005 -0.26559999999999989 0.31792500000000007 -0.40249499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 -5 -4 -7 9 -9 10 -3 12 -12 14 -13 -10 18 -18 -16 20 -11 23 28 -22 -25 -21 27 -27 -23 -30
right_child=-2 7 3 4 -6 6 -8 8 15 19 11 13 -14 -15 16 -17 17 -19 -20 25 21 22 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.005443792114499745 0.0033019245133530484 0.013863746803557776 0.0043345347076959341 -0.0047420801316997597 0.0022789946923034363 0.053799751819103896 0.013047973247311934 0.11301370796102744 -0.066030623197749064 0.069194870822779517 -0.019737878848506946 0.061055921432215811 0.091705392930242755 -0.052567361539835669 0.026898288507398095 -0.01888674704158718 -0.042723624427087568 -0.0053113276051475391 0.0012325007094729525 -0.012674384416152276 0.00034421936677837817 0.00095695650771522676 -0.054793546440415702 0.015465575255413744 0.092707186143558773 -0.083537814555758691 0.10566073138089407 -0.023852359565218351 -0.13211782422830473 -0.018493825754197165
leaf_count=15646 62810 1563 14334 14574 25059 341 1609 26 231 92 2475 121 45 166 729 1089 388 2281 5260 8769 1350 2101 305 187 130 216 21 329 53 923
internal_value=0 -0.0413082 0.00120057 0.0320008 -0.00605644 0.124627 0.403486 -0.146752 -0.488594 -0.130023 -0.04144 -0.0848897 -0.354956 -0.00880607 0.0109071 -0.542739 -0.00600623 -0.215001 0.0871324 -0.209745 -0.0661307 -0.0925523 -0.229293 0.184867 0.942839 -0.288836 -0.836492 -0.95015 -0.143396 -0.49328
internal_count=163223 100413 71563 55917 39633 16284 1950 28850 1346 27504 13028 11465 2520 8945 8779 1320 8658 2669 5989 14476 5141 5049 3382 1667 317 9335 566 545 3077 976
shrinkage=0.05


Tree=31
num_leaves=31
num_cat=0
split_feature=73 39 26 22 55 107 74 36 70 108 95 46 26 42 5 3 80 30 86 1 3 26 64 22 63 100 44 103 6 65
split_gain=417.825 250.557 235.501 219.255 225.316 198.516 198.292 178.141 176.49 176.564 175.908 209.703 175.83 175.594 166.365 165.342 165.583 165.12 162.169 189.341 156.355 167.152 156.084 156.942 155.744 202.064 190.617 193.238 189.217 185.785
threshold=-0.58831999999999984 5.4107500000000011 0.99628500000000009 -2.9829499999999993 -0.16837999999999997 -2.2714499999999993 6.8086000000000011 -1.4819499999999997 2.1378500000000007 -2.4071499999999992 -0.019587999999999998 -2.1669499999999995 -1.2516499999999999 13.577500000000002 6.383350000000001 -2.4271499999999997 15.739000000000003 1.81715 -4.6337499999999991 3.6524500000000004 -1.6880499999999998 -1.8494999999999997 0.45356000000000002 -0.30535499999999999 -0.87602499999999994 5.9981500000000008 0.25084500000000004 1.8138500000000002 2.4265500000000002 0.38215000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 7 24 8 -4 9 -2 11 -10 17 -13 -11 -3 -17 -7 19 -5 21 -19 -16 -24 28 26 -26 29 -1 -28
right_child=6 15 3 18 -6 12 -8 -9 10 14 -12 13 -14 -15 22 16 -18 20 -20 -21 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.018607872005547237 0.013339198182139522 0.10526331242675391 0.093479365778758261 0.087090665383701346 0.073349391775986844 0.0064545142269267887 -0.0090388952318102515 -0.033936953265219928 0.024348127174705858 0.0032487829204038213 0.0063629607415462437 -0.0074511753085040842 -0.0021211018126362888 0.046828773267727525 -0.051492512114777206 0.01301987204763975 0.13235870890860116 0.15368713996860953 -0.012767763732309588 -0.06579945841459213 -0.051632017940580512 -0.027855534509581049 0.04680755297978928 -0.034046953920915259 0.0018624387175576074 -0.023454125083781086 -0.011975497231432751 -0.02470225393815623 0.012745614953620928 0.0053026032557283937
leaf_count=3577 4424 65 34 81 155 10960 3801 142 570 69607 4490 11218 23212 151 270 466 31 21 8994 27 219 32 113 128 10830 1218 3644 1472 556 2715
internal_value=0 -0.0595328 -0.0650375 -0.211655 0.587819 -0.0413779 0.0429988 -0.186449 0.0523487 0.073027 -0.041473 -0.10493 0.00727854 -0.134605 0.0608022 0.605427 0.409271 0.10999 -0.240728 0.977363 -0.659659 0.881529 -0.5077 0.0772816 -0.111173 -0.0744512 -0.0486937 -0.167549 -0.2878 -0.0919709
internal_count=163223 68451 67889 9433 331 58456 94772 176 90971 74542 16429 11939 34444 11369 70118 562 497 11232 9102 108 272 53 511 241 24012 19879 18661 7831 4133 6359
shrinkage=0.05


Tree=32
num_leaves=31
num_cat=0
split_feature=117 92 76 44 91 71 109 76 32 9 108 100 29 53 123 36 2 51 67 78 88 83 76 7 5 81 10 77 9 45
split_gain=398.157 386.668 195.498 188.767 193.365 183.04 222.426 182.303 195.031 176.909 175.792 171.335 155.24 162.226 154.139 149.585 155.601 170.236 212.159 208.966 159.104 149.564 161.109 211.01 149.435 192.025 172.432 149.361 192.96 171.732
threshold=1.0000000180025095e-35 1.4617500000000001 -0.43045499999999998 -1.0684499999999997 -2.7798499999999993 2.1154500000000005 1.2624500000000001 11.778500000000003 5.4180500000000009 2.3351500000000005 27.505000000000003 -1.0259499999999997 17.654000000000003 1.7127000000000001 1.0000000180025095e-35 -2.2501499999999997 -2.3615499999999998 -0.61037499999999989 1.8028500000000001 -1.4178499999999998 -0.13322499999999995 -0.31419999999999998 -1.7736499999999997 0.69993500000000008 6.383350000000001 -0.75943499999999997 1.38785 0.023320500000000004 -3.3301499999999993 0.54118000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 7 10 12 -9 -8 -7 -11 -3 -14 15 21 17 18 -17 20 -19 22 23 -2 -18 -26 -27 29 -29 -21
right_child=14 5 3 4 -6 6 9 8 -10 11 -12 -13 13 -15 -16 16 24 19 -20 27 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.0027690267992515854 0.025454493976893061 -0.0068385671042388869 0.0047439656337230152 -0.013547929039559956 -0.0024976754336564749 -0.0036460751878473032 0.046454552019154952 -0.020343049825915147 -0.088007305065790811 -0.087533730013227021 0.10768522090382047 0.028326848986892941 -0.075417351888285744 0.015671955452167565 -0.0018176925550984881 -0.0034267253684441001 0.0050443045477454257 -0.035954106975770971 0.078457695072539524 0.0012466477414004896 -0.13323031433780369 -0.060423126779479336 0.047295052849369967 -0.15377962589651969 0.010982625429145272 -0.037298120558856812 -0.15575676476519959 0.091642813204691337 -0.043211363551535924 0.13026066779275425
leaf_count=33932 52 24326 7316 4682 25633 2352 469 1186 117 54 36 78 162 70 12618 2240 46189 101 82 133 72 43 472 24 194 181 37 29 311 32
internal_value=0 -0.0390621 0.000338485 -0.0492931 -0.0840866 -0.136796 0.0974972 -0.163876 -0.528376 0.64126 -0.0393543 -0.381413 -0.144536 -0.95867 0.0624478 0.0872859 0.0813269 -0.139422 -0.0107005 -0.580262 -1.52878 0.587411 0.728328 -0.622915 0.0955379 -0.504045 -1.14807 -0.255325 -0.634182 0.525351
internal_count=163223 100413 71563 37631 30315 28850 2989 25861 1303 601 2388 132 24558 232 62810 50192 49601 3000 2322 678 173 591 548 76 46601 412 218 505 340 165
shrinkage=0.05


Tree=33
num_leaves=31
num_cat=0
split_feature=89 29 26 44 108 97 89 70 121 27 16 49 102 14 63 104 55 41 11 31 57 41 110 58 39 55 9 13 85 51
split_gain=371.196 235.223 231.764 204.672 229.246 183.999 181.062 169.415 167.233 162.399 215.209 179.591 203.761 201.616 172.857 159.538 195.482 157.317 197.022 191.111 178.699 163.103 161.73 167.169 158.68 164.653 177.173 156.983 203.692 178.136
threshold=-2.0757499999999998 -1.7846499999999998 -0.062096999999999992 4.2656500000000008 -0.25953999999999994 -1.2760499999999999 -5.3202499999999988 -5.3678499999999998 1.0000000180025095e-35 -2.2012499999999995 3.16405 11.359000000000002 -0.79228999999999983 -32.669499999999992 -5.6043499999999993 5.5817500000000004 -0.76221499999999986 -0.41392999999999996 -1.26555 -0.77658499999999997 0.7383200000000002 -7.5368999999999993 4.3619500000000011 -4.1794499999999992 -3.0053999999999994 -0.86841499999999983 -2.3397499999999996 1.7236500000000003 -0.40535999999999994 6.5184500000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 -2 17 7 8 -1 10 -6 13 -13 14 -11 -14 -17 18 -3 20 -20 -21 23 -19 -23 26 -26 -9 -29 -30
right_child=3 5 -4 -5 9 -7 -8 27 -10 11 -12 12 15 -15 -16 16 -18 22 19 21 -22 24 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.075182885425766149 0.0041541207911162826 -0.04499868226620525 0.073821982805832076 -0.0040609402338487571 -0.0052885727755692313 -0.0059037791928821118 0.0042803485671020483 -0.0036136867325361347 -0.02708030982511276 0.11158419615464905 -0.04460107666351884 0.053972216156311342 -0.014895539968756068 0.0012214301637014384 -0.025737048389220779 -0.11643317121102713 0.014134194030491418 0.027419740237539337 -0.030036259097015034 -0.088608243800294792 0.069063283231419831 0.057627898124711856 -0.14758027215157785 -0.03875915104674562 -0.076464546369388708 0.012797800449245587 -0.0028350557971862146 -0.041354145711808746 -0.012261153342014351 0.064357836508607297
leaf_count=124 59491 394 104 15682 7129 13625 8756 8598 59 75 366 100 1456 42011 33 86 43 107 870 46 48 140 31 882 120 943 256 683 882 83
internal_value=0 -0.0884655 -0.0123457 0.0257068 0.0408418 -0.172549 -0.0204163 -0.109432 0.844256 -0.00814417 -0.144166 0.0151296 -0.304999 0.0279366 1.3925 -0.392346 -1.45821 -0.365983 -0.244141 -0.137497 -0.497092 0.0818436 -0.702483 -0.631985 0.140298 0.0328553 -0.526677 -0.126465 -0.409193 -0.113423
internal_count=163223 36751 19289 126472 110790 17462 19185 10429 183 51299 7495 43804 1685 42119 108 1585 129 3837 2817 2423 918 1505 1020 989 1459 1319 376 10246 1648 965
shrinkage=0.05


Tree=34
num_leaves=31
num_cat=0
split_feature=117 76 89 110 94 103 26 17 35 62 105 21 26 45 27 57 62 97 52 36 55 20 48 67 103 73 32 75 67 86
split_gain=355.618 340.597 215.934 196.743 182.085 181.067 185.802 251.696 303.553 177.605 267.384 189.098 171.82 185.847 249.765 181.151 169.842 166.514 180.936 163.685 162.621 195.705 158 171.022 176.84 167.862 154.547 262.999 159.993 230.097
threshold=1.0000000180025095e-35 -0.43045499999999998 -1.70285 4.3619500000000011 -1.9391499999999999 -0.92325999999999986 0.60346500000000014 -0.3015799999999999 0.91182500000000011 -1.3491499999999996 -2.0010499999999998 -1.0021499999999997 2.1572500000000008 2.0556500000000004 0.74850000000000005 1.6788500000000004 -3.5024999999999999 -1.5920499999999997 -1.0440499999999997 -0.71953499999999992 -2.7826499999999998 -1.8407999999999998 0.84724500000000014 0.39369500000000007 -1.0870499999999998 -10.067499999999997 1.8491500000000001 2.2336000000000005 -0.25341999999999992 -3.4685499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 5 -1 16 -7 9 -9 10 -8 -12 20 14 -14 -16 -3 18 -11 -10 21 -4 23 24 -18 -26 27 -22 -28 -30
right_child=-2 2 12 -5 -6 6 7 8 19 17 11 -13 13 -15 15 -17 22 -19 -20 -21 26 -23 -24 -25 25 -27 28 -29 29 -31
leaf_value=-0.0064228940233508891 0.0029508833462232394 -0.065091443659714712 0.046870526519269894 -0.043600856229133414 0.0032596123026769246 -0.0013752340581804825 -0.09797110259532929 -0.043473692675880339 -0.03706324528092924 -0.12522927728983074 -0.042183802041568255 0.12574116518100104 -0.16171744304398697 -0.0077539339465551903 0.040819326984254944 -0.042652468762375037 0.0018066156995185231 0.027976417925859254 0.0019224952868740969 0.080777050772818132 0.00072478169069647254 -0.015690702804059049 -0.02182330771689539 -0.034680936826877139 0.048487426571193197 -0.061326328817332909 -0.0042175966331490641 0.037827553401172734 0.076572781669286397 -0.036851840715920965
leaf_count=5694 62810 162 131 394 32975 9786 95 974 46 39 38 30 39 2410 76 449 2786 504 99 82 27696 2732 2924 454 42 203 8366 486 48 653
internal_value=0 -0.0369165 -0.0830068 -0.172874 0.0366773 -0.157791 -0.0831508 -0.368706 -0.679212 0.0563601 -0.875829 0.638015 -0.0440909 -0.27601 -0.792754 -0.611379 -0.290613 0.293037 -0.680234 0.768564 -0.0268959 -0.256563 -0.265052 -0.121232 -0.0354968 -0.850022 -0.00924343 0.0272924 -0.122804 -0.581705
internal_count=163223 100413 61744 18658 38669 18264 11693 1907 1102 805 163 68 43086 2974 564 525 6571 642 138 128 40112 2863 6409 3485 3031 245 37249 28182 9067 701
shrinkage=0.05


Tree=35
num_leaves=31
num_cat=0
split_feature=76 117 73 52 74 103 103 39 16 30 62 48 88 49 6 46 100 109 47 43 92 26 28 105 98 24 3 86 116 15
split_gain=336.479 238.761 203.36 186.123 185.487 179.847 206.487 198.799 168.54 167.863 207.389 183.664 174.949 167.483 251.982 167.436 167.246 198.393 225.964 191.052 177.479 192.773 164.985 227.886 209.344 173.221 177.754 162.813 162.712 159.699
threshold=3.7088500000000004 1.0000000180025095e-35 0.66423500000000013 -1.3565499999999997 6.8086000000000011 3.5062000000000002 2.2297500000000006 4.6683500000000011 -1.4643499999999998 -2.0659499999999995 -2.6630499999999997 1.7995500000000002 0.033370500000000004 -0.24732499999999999 -4.3308999999999989 2.2943000000000002 -1.0542499999999999 2.1794500000000006 15.010000000000002 -1.4558999999999997 -1.7527499999999996 1.94445 1.9647500000000002 2.3647000000000005 -1.1495499999999998 0.75773000000000013 1.6333500000000003 2.7207000000000003 1.0000000180025095e-35 -1.9729499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 -2 8 6 27 9 16 11 12 -8 -11 -6 -15 -7 17 19 20 -4 21 -19 24 -24 -22 26 -26 -1 -3 -12
right_child=3 28 4 -5 13 15 7 -9 -10 10 29 -13 -14 14 -16 -17 -18 18 -20 -21 22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0013687793704986139 -0.017206630203088075 0.004716221611784574 0.024322436005106394 -0.004035682431197435 0.0027626477967463998 0.012461194861546721 0.020140195741018409 0.043355452043314778 0.0055244847901091973 -0.082766920726201926 0.050540685422425527 -0.081349072126405575 0.016848115363557424 -0.18663795599713923 -0.022704171575513295 -0.025622609818819909 -0.0077010629404710637 0.032586574705201203 0.18834296137742376 -0.0068409471268262873 0.098941756811640191 -0.11179615825761197 0.12038711617235094 -0.07670217927037315 0.022071933576835026 0.13109029764642141 -0.12588108955230565 -0.01089747292499493 -0.001961439172442197 -0.01723205471506474
leaf_count=42326 3260 44800 660 15136 928 2942 494 150 22420 207 89 49 56 24 1006 320 5722 50 23 1930 159 43 20 55 108 28 25 5014 11455 3724
internal_value=0 0.0161817 -0.0161768 -0.127395 0.0457031 -0.0532806 -0.0675399 -0.265871 0.0644147 -0.302664 -0.372244 0.219637 -1.23112 -0.25287 -0.53048 0.174504 -0.052666 0.134356 0.703801 0.022006 0.559435 -0.683421 0.852057 -0.482901 1.16494 0.361152 -0.114776 -0.0475602 0.0671295 -0.313003
internal_count=163223 144827 88572 18396 33201 55371 52109 4769 31243 4619 4076 543 263 1958 1030 3262 8823 3101 511 2590 488 93 395 75 320 161 133 47340 56255 3813
shrinkage=0.05


Tree=36
num_leaves=31
num_cat=0
split_feature=76 108 74 29 39 12 46 35 16 52 54 91 79 42 18 45 57 88 76 26 85 82 26 60 10 74 39 0 36 4
split_gain=303.673 221.687 211.393 288.986 191.467 216.423 222.903 215.579 170.318 167.976 166.344 166.163 174.759 171.831 187.897 164.96 160.655 160.255 158.674 223.777 201.41 197.835 174.09 231.654 209.756 158.331 203.208 155.712 175.379 156.848
threshold=3.7088500000000004 -0.78896499999999981 -3.4906999999999999 -1.7846499999999998 2.1296500000000003 -1.8842999999999999 2.7464000000000008 -0.10184499999999998 4.5087500000000009 -1.3565499999999997 -1.7466499999999996 59.702500000000008 -1.5606499999999996 -5.7835499999999991 0.098467500000000013 2.1432500000000005 -6.1647499999999988 10.561500000000002 13.291000000000002 4.7232500000000011 1.6413500000000003 43.504000000000005 1.0818500000000004 0.072570000000000009 -1.57995 -55.554499999999997 0.040791500000000001 6.8822500000000009 -1.8771499999999997 1.1281000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 27 5 8 -7 -8 25 -2 17 12 -12 14 16 -5 -14 -6 -11 21 -21 22 -20 24 -24 26 -1 29 -29 -3
right_child=9 2 -4 15 10 6 7 -9 -10 18 11 -13 13 -15 -16 -17 -18 -19 19 20 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.012142834975952055 -0.016346298787568585 -0.0041611432309142391 0.00029675960876697228 -0.017060868196264119 0.019477054975442658 0.0058697707719864278 -0.016299089315218326 0.019046335552014751 -0.085761809520303253 -0.0021943821595697749 -0.0047665855749801271 0.13353573740273714 0.027738998878275706 0.0075478941963761344 -0.007284886519100967 0.049103589657655294 0.1003817044672148 -0.060354851785086795 -0.013758740744671236 0.15187972801072258 -0.038590215859205829 0.11832176659566661 0.11011275264524645 -0.081996996855157878 -0.033091671022742811 -0.0031043943152313964 0.14527837655893186 0.10572075176806678 -0.043482512809124657 0.010452336820390214
leaf_count=41 3260 5899 77322 5036 3540 25322 2161 539 62 13728 2990 25 159 3606 141 96 146 64 886 35 23 24 31 263 146 14633 41 21 317 2666
internal_value=0 0.0153727 -0.0145589 -0.127466 0.0665127 0.036633 0.0882721 -0.184862 -0.0612916 -0.121025 0.186354 0.0971928 0.0880565 0.22338 0.808926 -0.316464 1.25024 0.361188 -0.076678 -0.396384 1.52697 -0.479017 -0.530518 -1.04469 -0.160213 -0.0543229 1.33136 -0.0185207 -0.68425 0.00775095
internal_count=163223 144827 91357 14035 53470 42799 28022 2700 14777 18396 10671 7067 7042 4052 446 5132 305 3604 15136 1408 58 1350 1326 440 177 14715 82 8903 338 8565
shrinkage=0.05


Tree=37
num_leaves=31
num_cat=0
split_feature=117 92 56 73 63 77 66 39 70 37 10 4 62 34 93 86 81 28 4 108 55 87 71 110 79 46 36 15 105 46
split_gain=291.767 283.927 193.253 170.534 198.216 171.736 194.105 160.355 233.075 156.76 155.251 143.79 141.376 177.541 206.215 150.421 174.966 164.622 178.492 140.253 140.204 174.924 165.13 277.646 253.072 190.519 148.606 173.745 145.563 187.056
threshold=1.0000000180025095e-35 -0.51304499999999986 -1.7463499999999998 0.64623500000000011 -1.6386499999999999 0.51295000000000013 -1.8170499999999998 -1.2795499999999997 -2.7984499999999994 5.8986500000000008 2.7592500000000002 6.2587500000000009 -3.2236999999999996 -1.2046499999999998 0.72602000000000011 1.5724500000000001 1.8812500000000003 -1.3422499999999997 -1.6216499999999996 -2.2375499999999993 3.3144500000000003 -4.2055499999999988 -0.55765999999999993 -2.7149499999999995 12.627000000000002 -3.0151499999999998 16.480000000000004 -1.9941499999999996 -9.5959999999999983 -2.8237499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 7 12 -7 9 10 -5 -9 -8 13 -3 15 16 17 18 -15 -14 26 -22 25 -24 -25 -23 28 -28 29 -2
right_child=20 3 -4 4 -6 6 11 8 -10 -11 -12 -13 19 14 -16 -17 -18 -19 -20 -21 21 22 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0052285558988724576 0.040382240228856843 -0.046442952867797808 0.0034551012736112872 -0.035850349963061155 0.0045457862193185325 -0.031857928061549357 -0.0079380006226850396 0.086751953884547137 -0.005983777832919833 0.011231500599368484 -0.038002668216358872 0.076035923271808983 0.018022159770149503 -0.084518901672628197 0.10243160935436808 0.053060847249898048 -0.15949242385950957 -0.030320635637820021 0.058335067383621056 -0.0044001722586778083 0.05316266967324404 -0.13583589108499891 -0.048901630515841357 0.0034931838510294817 0.1083488157563606 -0.016399168290839573 -0.095317108498143399 0.055092610016695943 0.0036460509999118687 -0.014948445824270823
leaf_count=8077 167 446 30990 812 10439 1256 1336 113 2501 226 32 53 709 27 41 77 22 466 115 42675 123 34 254 2332 59 1858 21 224 55948 1790
internal_value=0 -0.0334385 0.0331956 -0.0758731 0.0205378 -0.104707 -0.352278 -0.178885 -0.0482127 -0.511988 1.1844 -0.0946762 -0.0900173 -0.429479 -0.13172 -0.258162 -0.41942 -0.319174 0.623454 -0.0806747 0.0534574 -0.113439 -0.14534 0.0160126 0.121612 -0.37091 0.0668321 0.844007 0.0635439 -0.204536
internal_count=163223 100413 39067 61346 14123 47223 2645 3684 2646 1038 145 1389 44578 1194 748 707 630 608 142 43384 62810 4660 4537 2645 2391 1892 58150 245 57905 1957
shrinkage=0.05


Tree=38
num_leaves=31
num_cat=0
split_feature=73 13 66 50 4 13 23 26 35 44 49 38 70 71 52 97 82 89 77 86 33 7 2 56 37 97 37 62 82 2
split_gain=264.89 210.876 190.317 252.166 251.481 190.941 178.259 206.631 194.654 221.868 193.93 172.148 171.679 185.987 205.946 203.928 166.075 164.656 199.991 197.421 233.856 166.269 165.345 157.964 201.226 156.166 154.24 152.798 152.441 212.87
threshold=-1.4950499999999998 -0.54317499999999985 -1.3457499999999998 23.999000000000006 -1.3414499999999998 -1.4532499999999999 -1.18055 1.4563500000000003 0.38695500000000005 -0.74216499999999985 -1.1974499999999997 0.71742000000000006 1.6960500000000003 -3.3111499999999996 -1.3876499999999996 4.0550000000000006 26.943500000000004 -8.9693999999999985 -1.8347499999999999 1.0788000000000002 -1.5220499999999999 11.467000000000001 -2.2018499999999999 26.012000000000004 2.1284500000000004 -1.5920499999999997 6.4768000000000008 0.79405000000000003 -1.2455499999999999 0.9298050000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 -4 7 -7 9 -8 -10 28 13 14 15 -2 17 21 -19 20 22 -3 -20 -14 -25 -18 -16 -28 29 -11
right_child=12 16 5 4 -6 6 8 -9 10 11 -12 -13 23 -15 26 -17 25 18 19 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0046517565147704753 0.053995840491121931 -0.01761313267485062 -0.015144612552836412 0.076267095800580054 -0.056085416086393204 -0.014092738925326165 0.048026392547475115 -0.15510476849697255 -0.072274226252721938 0.085605034312253359 -0.0011988379685591894 0.039613786432583703 -0.002976322572064787 0.0020932120870731418 0.0032624284839968196 -0.080513339860675243 0.1549861365184188 -0.0026716922616856708 -0.1262078053372748 -0.028692249969908875 -0.0026196133403773966 0.08366606548065092 -0.030430565191100736 -0.00066777270682462971 0.04880640300335555 0.013440650907419966 0.13482330087774799 0.0052356195780966022 -0.012461168958860284 -0.06220855800942942
leaf_count=15257 464 3490 3197 41 288 687 455 27 117 93 534 302 24604 84448 1220 30 20 20232 51 1540 3189 41 387 522 339 759 46 45 765 33
internal_value=0 -0.0593306 0.0153735 0.0743567 -0.791833 -0.132664 0.0479599 -0.388503 0.183512 0.366395 -0.279455 0.139798 0.027353 0.0486531 0.366275 0.916545 -0.114137 -0.126406 -0.098277 -0.273866 -0.146497 -0.328743 -0.831654 -0.044793 0.376232 0.341494 0.158927 1.41483 -0.081356 0.937839
internal_count=163223 51505 21796 15586 329 6210 3013 714 2299 1648 651 1193 111718 86253 1805 494 29709 28930 25399 5167 3627 3531 438 25465 861 779 1311 91 891 126
shrinkage=0.05


Tree=39
num_leaves=31
num_cat=0
split_feature=118 76 20 67 111 22 10 90 101 93 78 97 41 71 82 110 37 105 39 109 90 45 37 36 13 48 48 7 73 70
split_gain=260.615 259.1 153.854 169.937 173.895 165.818 241.157 185.043 157.119 193.358 155.427 171.161 157.576 151.6 197.032 253.854 191.944 182.114 196.094 188.733 173.536 159.912 152.149 153.168 170.815 149.681 309.908 206.04 159.715 148.151
threshold=1.0000000180025095e-35 -0.43045499999999998 -0.55413999999999985 3.1839500000000007 -6.7690499999999991 -1.2213499999999999 1.3517500000000002 -0.5006799999999999 -1.2586499999999996 -3.5125499999999996 4.8663000000000007 2.3779500000000007 2.3766500000000002 1.5885500000000004 8.9763000000000019 3.4559500000000005 5.4181000000000008 0.78297500000000009 -3.9884499999999998 0.40018500000000007 0.49649000000000004 -18.052499999999998 5.211850000000001 1.8416000000000003 2.7403500000000007 3.8373500000000003 9.5823000000000018 -2.5638499999999995 -9.3984499999999986 -0.20986999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 10 4 -4 6 7 -6 9 -5 11 13 -12 17 16 -16 -15 18 19 -3 21 -20 23 24 -22 -23 -27 -28 -29 -7
right_child=1 2 3 8 5 29 -8 -9 -10 -11 12 -13 -14 14 15 -17 -18 -19 20 -21 22 25 -24 -25 -26 26 27 28 -30 -31
leaf_value=0.0025261519267058509 0.0016292572466604417 0.05893251876491909 -0.022882787649140823 -0.099529057014279262 -0.012432705450776474 0.0010274693300699248 0.013008064421564162 -0.051522295917370287 -0.038086555379058799 0.016010732146040086 0.030558626483487845 -0.012753450926687615 -0.072000873789656902 -0.0044436354687671887 -0.075584436546765513 0.10801204066900981 -0.093183928151284498 0.010415385404542178 0.036362850980445643 -0.054054238765754485 -0.013011545176997498 0.0012632436084723567 -0.14936038079586897 0.040540452693179949 -0.062252365849738901 -0.039242516274796461 0.14623581687254567 -0.0527016561333504 0.022959107766228337 -0.0060179220378632032
leaf_count=62810 38669 231 1315 41 631 11381 414 582 742 310 588 2816 40 3550 182 21 62 4987 298 44 974 9419 22 107 215 677 28 90 310 21667
internal_value=0 -0.031603 -0.0718027 -0.11251 -0.100713 -0.0871766 -0.398841 -0.623759 -0.500962 0.0502926 -0.0105904 -0.0234236 0.480523 0.00732124 -0.173213 -1.13183 -0.119337 0.0468994 -0.017937 0.817093 -0.0368524 0.00487195 -0.379448 -0.33518 -0.43831 -0.0155833 -0.363772 0.302279 0.118709 -0.0718329
internal_count=163223 100413 61744 37083 35990 34675 1627 1213 1093 351 24661 24033 628 21217 3815 203 3612 17402 12415 275 12140 10822 1318 1296 1189 10524 1105 428 400 33048
shrinkage=0.05


Tree=40
num_leaves=31
num_cat=0
split_feature=76 108 39 12 46 51 74 29 39 60 77 95 2 106 68 111 43 49 27 48 52 23 25 45 86 100 58 73 28 54
split_gain=238.434 175.929 171.424 191.655 195.041 200.36 170.016 262.394 152.217 208.091 175.204 212.615 210.863 200.636 174.172 163.585 161.858 243.433 155.085 149.708 149.703 149.029 176.996 148.719 148.707 176.916 189.945 148.291 185.841 147.821
threshold=3.7088500000000004 -0.78896499999999981 2.1296500000000003 -1.8842999999999999 2.7464000000000008 -0.53795499999999985 -3.4906999999999999 -1.7846499999999998 -1.8914499999999996 1.0000000180025095e-35 -2.5010999999999997 -1.6308499999999999 -1.9625499999999996 1.9559500000000003 1.1952000000000003 6.6665500000000009 -0.14993499999999996 -0.89369499999999991 -8.2394499999999979 3.2803500000000003 -1.3565499999999997 2.1031500000000007 -3.7701499999999997 2.1432500000000005 -1.8437499999999998 -1.4637499999999999 1.4512500000000002 1.5220500000000003 -1.0220499999999999 -1.7466499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 21 -6 7 -3 9 15 16 12 13 -12 -14 -8 17 -11 -10 -18 -2 -5 -23 -9 25 26 -13 28 -16 -4
right_child=20 6 29 4 5 -7 8 23 18 10 11 24 14 -15 27 -17 19 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.003062222345210685 -0.015080969074078224 -0.00052432135980451063 0.016869362303869422 0.0067545239354274414 -0.016204820195607064 0.016252918700290015 -0.00015555247435947061 -0.015894715006114075 -0.018678525591446834 0.042062574507491221 -0.14138826893222536 -0.025105063470158107 0.022952709424555899 -0.021408933466988279 -0.14494764694855328 -0.050228118983551888 0.0037306813416124762 -0.053484272201410027 -0.00046882174183163683 0.13544283099472523 -0.0032687141413508657 0.061060354760099605 -0.0072441793862663946 0.046928267304368394 0.01351973058333248 0.047811407513679655 0.099282445972533648 0.0034663404592025176 -0.027143889962639098 0.0044262023867947219
leaf_count=14777 3260 8903 3604 22280 2084 616 7005 5036 1192 84 51 180 508 110 42 167 348 323 61242 23 15136 98 2944 96 4835 696 37 314 165 7067
internal_value=0 0.0136217 0.0591792 0.0309065 0.079501 -0.175993 -0.0130425 -0.114298 0.00533676 0.0961967 0.210178 0.260638 -0.124099 -1.1883 0.0424075 -0.0264298 -0.239812 -0.675291 -0.0163297 0.237922 -0.10724 0.106743 -0.100874 -0.294391 0.340289 0.710433 -0.0779227 -0.363843 -1.02092 0.172575
internal_count=163223 144827 53470 42799 28022 2700 91357 14035 77322 14888 7716 6938 1190 161 1029 7172 778 407 62434 371 18396 25322 3042 5132 5748 913 217 521 207 10671
shrinkage=0.05


Tree=41
num_leaves=31
num_cat=0
split_feature=117 76 69 5 94 54 94 79 20 13 98 30 51 66 58 30 83 9 47 27 47 51 82 28 42 76 35 108 20 100
split_gain=232.608 227.975 181.805 256.756 177.611 169.511 184.001 228.381 161.864 159.56 198.119 193.679 191.418 167.112 237.861 210.916 162.239 157.071 188.376 176.799 168.114 155.473 176.259 149.738 157.155 199.059 149.717 172.498 153.722 161.482
threshold=1.0000000180025095e-35 0.073923500000000017 0.9090450000000001 2.4278500000000007 -2.0132499999999998 1.0507500000000001 -2.8839499999999996 -0.71364499999999997 -1.0971499999999998 3.6286 -0.43211999999999995 -1.5434499999999998 16.582000000000004 1.2475000000000003 -2.0142499999999997 -1.6769499999999999 3.5273500000000007 -2.0669499999999998 1.0716500000000002 1.2087500000000004 2.4346000000000005 -0.69587499999999991 -1.1311499999999997 -1.4311499999999999 0.078959000000000015 4.9007000000000014 2.3147000000000006 2.7308500000000007 -1.2906499999999996 -1.7471499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 9 23 -1 6 -5 8 -8 13 11 -11 -12 -3 15 -15 -17 20 19 -19 -7 -13 -23 24 25 -4 -6 28 -28 -30
right_child=-2 2 3 5 26 17 7 -9 -10 10 12 21 -14 14 -16 16 -18 18 -20 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0067435937976992452 0.002386559522177114 -0.002171890694705479 -0.025163831886508177 -0.080366632883559996 0.0030455818122156714 -0.020861342978083865 -0.12394184276927263 -0.0086755076007827506 -0.041087843848436029 0.020455932475629129 -0.027866578438318159 -0.023670621427060119 0.039083281197286983 -0.088315491747073455 0.012360305329740053 -0.01643132094059958 0.093913789631591915 0.019666287545445402 -0.048457588679645287 -0.044826297510054805 0.064276438928209251 -0.028588097038332674 0.02547201014845478 -0.0068290822961086066 0.052824452405446747 0.07958499527814096 -0.022438973759845562 -0.064877439011255006 -0.036548377154213087 0.0053869815685487705
leaf_count=6488 62810 27549 222 212 38700 106 80 538 224 701 1682 977 114 99 4063 446 36 338 353 155 128 226 453 12673 219 57 968 127 256 2223
internal_value=0 -0.0298567 -0.0761534 -0.16758 0.019183 -0.489358 -0.774652 -0.564999 -1.25783 -0.0376542 -0.222127 -0.0314695 -0.47234 -0.0138566 0.161625 -0.436857 -0.163796 -0.210932 -0.411499 -0.0122057 0.514195 -0.217974 0.14957 -0.115445 0.422431 -0.0752707 0.0428266 -0.153002 -0.110833 0.0211285
internal_count=163223 100413 51651 15305 48762 2134 1054 842 304 36346 4153 2357 1796 32193 4644 581 482 1080 846 493 234 1656 679 13171 498 279 42274 3574 3447 2479
shrinkage=0.05


Tree=42
num_leaves=31
num_cat=0
split_feature=89 46 108 114 62 3 46 111 11 33 71 5 111 33 6 39 86 58 11 5 103 9 88 39 5 78 27 22 18 104
split_gain=215.936 179.182 175.899 153.874 173.826 199.59 218.799 175.16 157.847 169.736 157.111 161.293 156.691 172.56 188.938 160.207 154.795 153.205 148.675 169.275 149.624 148.434 149.189 227.645 149.748 147.629 147.478 146.65 149.895 155.337
threshold=-4.9579499999999994 2.8203500000000004 -0.25953999999999994 1.0000000180025095e-35 0.2982200000000001 -1.6880499999999998 0.071790000000000007 4.2340500000000008 12.311500000000001 14.639000000000001 6.3144500000000008 -1.8304499999999997 15.596500000000002 -1.7543499999999999 0.5579050000000001 1.2475500000000002 -5.2985999999999995 -0.44128999999999996 -0.59419999999999995 1.8926500000000004 -1.94865 1.9418500000000003 -1.0559499999999999 2.5436500000000004 1.2222500000000001 -4.5837499999999993 -15.536999999999997 -5.5156499999999991 5.5736500000000015 2.2072000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 2 -2 10 5 7 16 8 9 -5 12 -12 26 14 -14 -15 -7 -1 19 20 -6 22 23 24 -22 -3 -4 -27 -29 -30
right_child=1 25 3 4 18 6 -8 -9 -10 -11 11 -13 13 15 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 27 -28 28 29 -31
leaf_value=-0.0041989246340870092 0.0030885287948957153 -0.029138901880607922 -0.026621443664107736 -0.026171141789622931 -0.037179006829545121 0.12404283855110408 0.0080965337341405898 -0.105098474438388 0.08125306033021347 -0.15126248093438335 0.11056704173734033 0.012695713676616352 0.16359761725939082 -0.008909639832998896 0.013998886664063695 0.071891110292419277 -0.015467046368976577 -0.023054027260469012 -0.0031843112351369177 0.066527264698094724 0.074615776321106705 0.095478235516541943 -0.015195539068212086 -0.10864800064136154 -0.044413264349643745 -0.11763004465527567 0.00031301568860268798 -0.0016274541221865013 -0.028590871855777456 0.0053876319130533616
leaf_count=14319 64380 571 513 861 137 20 1529 76 33 28 64 123 46 214 39 86 3404 1165 3249 161 179 60 245 23 31 28 54520 15560 1068 491
internal_value=0 0.0117751 0.024631 -0.0117952 -0.12576 -0.234798 -0.152592 -0.642782 -0.522502 -0.602221 0.00877407 0.923836 0.00568632 0.641424 1.89916 0.285065 -0.293043 -0.112351 0.0330861 0.409179 0.189415 0.427 0.240904 0.813778 1.1409 -0.0825656 0.00123883 -0.0659084 -0.0621682 -0.35779
internal_count=163223 147739 130021 65641 10036 5951 4953 998 922 889 55605 187 55418 385 85 300 3424 15484 4085 836 675 538 478 233 210 17718 55033 17147 17119 1559
shrinkage=0.05


Tree=43
num_leaves=31
num_cat=0
split_feature=117 92 67 62 33 38 12 102 64 36 46 40 77 26 56 79 81 31 39 19 81 79 115 44 2 104 11 65 109 69
split_gain=208.036 198.645 178.624 177.907 177.351 166.217 204.961 165.124 201.088 174.247 203.231 195.152 176.608 163.573 162.089 159.917 158.42 157.476 156.049 157.093 153.739 151.629 176.816 185.477 165.916 156.785 142.61 198.056 155.404 141.464
threshold=1.0000000180025095e-35 -0.51304499999999986 -0.08720399999999999 -3.5926999999999993 2.3688000000000007 -1.4119499999999998 -5.2791999999999986 -0.12572499999999995 -1.6173499999999998 -2.1123499999999997 0.70340500000000017 -0.25614999999999993 -2.6292499999999994 -15.952499999999999 -1.7463499999999998 1.3351500000000003 3.7325500000000003 2212.1500000000005 3.3156500000000002 0.57799500000000015 -1.5712499999999998 -0.68088999999999988 1.0000000180025095e-35 8.7325500000000016 7.9162500000000007 8.9532500000000024 1.2376500000000001 -0.7881999999999999 -0.40206999999999998 -1.3149499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 14 7 -4 5 13 -7 9 21 10 11 15 -12 -5 -1 -3 18 -11 19 -15 -21 24 -23 -24 25 -9 -6 28 -28 -14
right_child=-2 2 3 4 26 6 -8 8 -10 17 12 -13 29 16 -16 -17 -18 -19 -20 20 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0049335253064765362 0.0022569887454382438 0.10285921954044437 -0.082880761938936565 0.12781345164403321 0.000688057213735122 -0.078853783003338007 -0.016718060709299876 -0.0041938849235325648 -0.0029815179723607561 0.00050000574086633256 0.068292608290910717 -0.0095736154583374086 0.030159345408901573 0.0045349713747955189 0.0030191918588309062 0.025556260456157998 -0.14009935231435866 -0.07804321676376276 0.069797008566252178 0.039347654962364365 -0.032268791087266019 -0.036463813371348137 -0.009848126290848469 0.13157835211604835 0.094631997272372259 -0.049042034345490974 0.032952365864600451 0.0061984533226335202 0.18653664675075562 -0.074265464015305038
leaf_count=8077 62810 164 85 24 299 138 3467 2290 27394 22330 50 102 48 1538 30990 113 21 64 73 85 633 1225 681 24 40 213 28 77 40 100
internal_value=0 -0.0282357 -0.0637297 -0.220366 -0.201346 -0.246628 -0.381933 -0.0451406 -0.0917295 0.019491 0.562079 0.991043 -0.259017 -0.0411642 0.0274998 1.42648 -0.0676912 0.00551073 -0.0430367 -0.0895994 -0.47581 -0.288314 -0.499657 -0.100672 -0.127917 -0.160207 0.40843 1.22226 2.46592 -0.807959
internal_count=163223 100413 61346 6508 6423 5979 3605 54838 31867 22971 577 379 198 2374 39067 277 2350 22394 2329 2256 718 4473 1930 705 2543 2503 444 145 68 148
shrinkage=0.05


Tree=44
num_leaves=31
num_cat=0
split_feature=73 77 48 28 78 23 17 107 25 100 84 99 88 70 4 23 23 39 36 81 25 52 115 16 60 96 72 39 13 109
split_gain=193.344 174.559 203.481 168.158 171 165.005 173.002 163.646 165.485 172.498 165.106 161.586 159.177 160.869 158.156 157.988 166.294 188.072 268.171 152.501 154.069 152.093 151.688 209.007 195.481 180.768 207.166 180.737 177.715 228.27
threshold=-1.4950499999999998 -0.75145499999999987 6.8441000000000001 1.7133500000000004 0.074119000000000004 -2.6285999999999992 2.7764500000000005 0.32942500000000002 0.12554500000000005 5.7905500000000005 -1.6415499999999998 4.2246500000000013 16.506500000000006 -4.4913499999999997 3.6006000000000005 0.92572500000000013 -0.81035999999999986 2.3670500000000003 -0.62216499999999997 -1.9677499999999999 0.29772500000000007 6.2359500000000008 1.0000000180025095e-35 -1.4997499999999999 -1.7918499999999999 0.5021000000000001 -0.95598499999999997 -3.0053999999999994 -4.0063999999999984 1.8484500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 -3 5 -5 14 8 9 12 -11 -12 13 15 -7 16 17 18 -1 20 -10 -14 24 25 -2 26 -24 -27 29 -26
right_child=22 2 -4 4 -6 6 -8 -9 19 10 11 -13 21 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 28 27 -28 -29 -30 -31
leaf_value=-0.036517276356839601 -0.027697588415093663 -0.021240338428677726 -0.069897369348895774 0.15775504586371511 -0.068574934007067767 0.04400534218621914 -0.047082614225436407 0.0060493319858896657 -0.15542671103030445 -0.1411001896628967 -0.011815801499191972 -0.10291847471892834 0.013496596068902975 -0.0016750181752826186 -0.095064401321790448 -0.022394966207148911 0.07403075977539024 0.12460125447117856 0.060575445741932979 -0.0076458214365335139 -0.032313672697679562 0.090233743738760988 -0.0004222182315230706 0.0061587577958191848 0.011881009874669201 -0.06121414891055859 -0.018817453132323927 0.014759032959030138 -9.5884700730288023e-05 0.083908539114322944
leaf_count=179 635 1344 167 22 56 289 83 5660 28 26 1833 50 1006 30601 22 148 186 35 118 9308 275 69 4690 26015 715 82 2272 1727 75452 130
internal_value=0 -0.0506888 -0.341616 -0.244475 0.269012 0.48985 0.341029 -0.0390393 -0.0596892 -0.0271518 -0.319255 -0.284698 -0.00991028 -0.0229185 0.683352 0.463292 0.723632 0.299539 0.0411657 -0.175644 -0.873809 0.368441 0.0233689 0.078167 -0.00140894 -0.0553282 -0.128507 0.226305 0.00318973 0.459243
internal_count=163223 51505 1983 1816 472 416 394 49522 43862 34251 1909 1883 32342 31267 311 666 518 332 297 9611 303 1075 111718 34786 76932 8771 6962 1809 76297 845
shrinkage=0.05


Tree=45
num_leaves=31
num_cat=0
split_feature=118 76 5 59 24 70 82 89 103 93 60 66 62 45 35 40 44 46 48 68 5 44 39 58 10 94 55 26 95 53
split_gain=186.582 192.904 138.448 158.92 146.011 148.433 139.211 134.174 178.385 169.399 262.576 167.17 160.66 146.613 177.538 170.997 154.342 145.094 143.835 150.971 158.055 145.96 138.478 136.413 154.273 136.219 135.616 148.655 134.792 144.387
threshold=1.0000000180025095e-35 -0.69006499999999993 -6.0737999999999994 1.4853500000000002 -1.0803499999999999 0.58651500000000012 112.82000000000001 -1.70285 -0.92325999999999986 -2.3243999999999994 0.37024500000000005 -0.53444499999999995 -3.5024999999999999 -0.33092999999999995 0.33726000000000006 -1.2081499999999996 -0.74684499999999987 -0.60791499999999987 0.84724500000000014 -1.1408499999999997 -1.6168999999999998 -1.3895499999999996 -4.3029499999999992 -3.7011999999999996 -3.6741499999999996 2.8618000000000001 0.58961500000000011 -1.02545 -11.603999999999997 19.249500000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 -6 -4 8 12 10 11 -9 -3 -10 16 -16 17 -15 19 20 -14 23 -20 24 -21 -24 -17 -28 29 -11
right_child=1 7 6 -5 5 -7 -8 9 13 28 -12 -13 18 14 15 26 -18 -19 22 21 -22 -23 25 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0021374434698976401 -0.01182301111380534 -0.060422741691040442 0.0012922289549815275 0.12374884450245044 0.083755993381932514 -0.064642894435673948 0.069948020746075631 0.034771441428338067 0.00012064854460040152 -0.023607294768498197 -0.013423446637852757 0.12113005033716909 -0.066158213235481447 -0.0053220531753414161 -0.10299885216458092 0.045107985955120916 -0.0261297816361248 0.07406243347795681 0.060859060793552758 0.0040386272763664076 -0.012537092764462743 -0.001493881118683483 -0.018460682843144016 -0.0059737743404896368 0.17123589346537721 -0.070354819478410671 -0.10484831144704539 0.010532949778896112 -0.0013406920154222122 0.078385212148229286
leaf_count=62810 156 172 33032 43 107 20 74 177 9796 961 207 82 171 572 29 268 1734 64 53 22 700 2757 3011 46 37 132 34 156 45764 36
internal_value=0 -0.0267401 0.0352997 0.683794 0.411636 1.20772 0.0289138 -0.0577058 -0.126909 -0.0287597 0.571183 1.24226 -0.253759 -0.0557198 -0.255044 0.294878 -0.368044 0.0533265 -0.23006 -0.0967472 -0.461286 0.0141939 -0.385772 1.17139 2.17782 -0.412803 0.443984 -0.202284 -0.0347384 -0.39849
internal_count=163223 100413 33432 326 283 127 33106 66981 19754 47227 466 259 7101 12653 2857 487 2370 636 6929 3733 871 2862 3196 105 59 3143 458 190 46761 997
shrinkage=0.05


Tree=46
num_leaves=31
num_cat=0
split_feature=89 5 70 61 87 71 20 86 59 48 25 5 67 58 76 46 89 91 112 95 100 28 77 50 3 110 32 46 90 17
split_gain=179.326 160.315 162.025 201.468 181.054 158.977 203.097 247.884 211.397 208.379 177.004 183.447 176.905 169.522 161.637 161.273 161.105 157.971 211.777 202.71 212.322 252.343 189.404 172.12 171.168 165.989 197.496 161.051 255.793 164.29
threshold=-4.9579499999999994 6.383350000000001 2.1799500000000003 0.16088500000000003 -3.9242499999999993 -1.8630499999999997 -0.92991999999999986 -3.3779499999999998 0.52429500000000007 -0.3104599999999999 -7.0591499999999989 -2.0630499999999996 -0.13206499999999996 -0.36807499999999999 3.7088500000000004 -1.5977499999999998 -2.1250999999999993 -0.4763699999999999 -0.73534499999999992 0.021771000000000002 2.5162500000000008 -1.2958499999999999 -0.34950999999999993 23.999000000000006 1.5172000000000001 2.6035000000000008 0.32771000000000006 -1.1976499999999997 -0.35494499999999995 24.218000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 5 -4 -5 6 10 8 9 15 11 -2 -9 -10 -7 -8 -17 18 -6 23 -21 -22 -23 27 -25 26 -26 28 -19 -29
right_child=1 -3 3 4 17 14 7 12 13 -11 -12 -13 -14 -15 -16 16 -18 19 -20 20 21 22 -24 24 25 -27 -28 29 -30 -31
leaf_value=-0.0051192511582991724 0.03644793790672967 -0.018585664323167935 0.0031895736748806941 0.016024013889045875 -0.096182226660576742 0.0012857136317252185 -0.025405799051941361 0.006524927183627665 0.14012940744869412 0.0037578961450602439 0.015665327045626093 -0.014263108771223238 -0.019554558506823583 0.006732561966843964 -0.0051888063683613759 0.06032086377630809 -0.084627081845220276 0.1426008399356814 -0.017035890774744773 -0.00075399073751376182 -0.082270760729067749 0.14574255054076127 0.045094679241534326 0.0047983109854379648 0.049147144078610927 -0.036695288872346285 0.20354164481053461 -0.0089894711664272545 0.0037673499752972194 -0.032638240209027697
leaf_count=15484 217 1088 8093 835 88 93112 810 9695 25 477 6042 1001 697 503 10753 21 220 34 2137 516 31 61 200 312 53 25 34 8484 1371 804
internal_value=0 0.0107306 0.013568 -0.063347 -0.132011 0.0279323 0.110274 0.0327474 -0.284511 -0.473003 0.2432 -0.104568 0.0955151 0.260974 0.0123083 -0.721787 -1.43994 -0.158713 -0.403323 -0.113073 0.370539 1.05198 1.37235 -0.148222 0.476646 1.53711 2.1897 -0.173 0.14254 -0.220732
internal_count=163223 147739 146651 23078 14985 123573 19708 12448 2056 1528 7260 1218 10392 528 103865 1051 241 14150 2225 11925 808 292 261 11117 424 112 87 10693 1405 9288
shrinkage=0.05


Tree=47
num_leaves=31
num_cat=0
split_feature=73 6 11 70 51 60 76 111 26 2 39 30 98 49 97 13 107 100 41 7 88 102 101 29 4 52 7 74 102 45
split_gain=172.361 233.159 217.735 199.853 217.542 209.234 188.294 187.417 185.634 169.088 163.14 170.364 159.271 220.191 220.343 158.628 156.44 166.156 158.513 155.473 199.349 177.613 153.266 150.823 151.753 151.09 150.377 179.223 192.599 198.079
threshold=0.87466500000000014 -4.3308999999999989 6.1633500000000003 -2.8520999999999996 -0.18687499999999999 -1.7918499999999999 13.291000000000002 71.995000000000019 1.61575 8.4852000000000007 5.4107500000000011 1.8327500000000001 50.571000000000005 3.3280500000000006 3.2119500000000003 4.4567500000000004 -2.0533499999999996 6.4642000000000008 0.18040500000000001 5.010250000000001 -0.11928499999999999 1.4123500000000002 -0.20911499999999997 2.0309500000000003 9.4084000000000021 -1.7076499999999999 3.6857500000000005 0.044815000000000008 -4.5454499999999998 2.1762500000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -3 22 10 26 19 -8 16 -12 15 14 -14 -4 17 -1 -19 20 -6 -22 -5 24 25 -17 27 -7 29 -29
right_child=1 3 12 5 8 7 9 -9 -10 -11 11 -13 13 -15 -16 23 -18 18 -20 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0025878950711200402 -0.014768445876492448 0.0055465678504026871 -0.024944292895770159 -0.001559559678979695 0.017736238213944606 0.018554200981494292 -0.022311830964406861 0.096186326955497836 0.072105371861030637 0.071367697224020962 0.026522234982510134 -0.12133270580321552 -0.032930744406830983 0.1560461115804227 0.15438945999369025 0.016615649735990924 0.000890983133396448 -0.014093064280742536 -0.066579449418817216 -0.017815527847009672 0.08012959243391049 -0.068549845461910244 -0.068033535653352295 -0.084763256596309733 -0.083738802456026606 -0.0074691009581593984 -0.0071525754561281782 -0.055056320340204072 0.0026455060950022649 0.048648846442977504
leaf_count=27723 1899 4152 1364 164 1045 1780 1315 53 199 50 753 20 73 34 20 719 71975 1284 162 223 231 22 184 61 62 6902 3977 259 36462 56
internal_value=0 0.048407 -0.0218147 0.0617827 0.234815 0.038118 -0.00866059 0.0444285 0.533864 -0.377607 -0.0037192 0.453935 -0.168927 0.943215 0.147063 -0.184434 -0.00721685 -0.0689949 -0.399466 0.415034 0.547553 1.34402 -0.734134 -0.129048 -0.116613 -0.103937 0.0420867 0.061183 0.0461839 -0.732397
internal_count=163223 50706 112517 48807 5872 42935 103282 42587 1720 1365 101917 773 9235 127 93 9108 101144 29169 1446 1521 1298 253 348 7744 7683 7621 42534 38557 36777 315
shrinkage=0.05


Tree=48
num_leaves=31
num_cat=0
split_feature=117 76 88 116 60 2 51 67 78 88 77 9 45 39 9 70 108 78 103 5 10 24 5 81 10 37 35 102 37 77
split_gain=165.506 163.681 149.827 126.569 130.053 127.003 150.878 163.37 156.181 155.792 147.718 195.031 151.734 141.161 236.801 220.575 140.231 137.836 127.885 125.93 139.395 146.093 123.783 158.264 161.627 170.105 122.969 206.462 141.443 173.56
threshold=1.0000000180025095e-35 -0.69006499999999993 109.77000000000002 1.0000000180025095e-35 -1.7918499999999999 -2.3615499999999998 -0.72959499999999988 1.8028500000000001 -1.4178499999999998 1.0000000180025095e-35 0.023320500000000004 -3.3301499999999993 0.62539000000000011 5.8820500000000004 -5.9027999999999983 1.3257500000000004 1.3883500000000002 4.8663000000000007 -0.77104499999999987 -6.0737999999999994 0.98760500000000007 -1.0803499999999999 6.383350000000001 -0.75943499999999997 1.38785 0.44702500000000006 2.3147000000000006 3.3778500000000005 1.2392500000000004 -2.8302999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 19 5 -5 6 7 17 9 16 12 -12 -10 22 -15 -16 -8 -2 -13 20 21 -1 -7 -24 25 -25 -21 28 -28 -30
right_child=3 -3 -4 4 -6 13 8 -9 10 -11 11 18 -14 14 15 -17 -18 -19 -20 26 -22 -23 23 24 -26 -27 27 -29 29 -31
leaf_value=-0.020340031488604256 -0.0013552777937884466 -0.0026854300734498755 0.072665129340178256 -0.042770310212303431 -0.0018241457917683862 0.0038641136473750019 -0.087473654391726968 0.069658065162075219 0.0025324368403405596 -0.12457344715785185 0.088547279774361567 0.016421722048673676 0.12282494582614163 -0.088327326779611984 0.10590267595412639 -0.058223732206970462 0.024965950341797188 -0.092774141152455872 -0.058847221180984399 0.002009965218156017 0.087859278136775618 0.058231703805267016 0.0091642749832513241 0.018236715856063016 -0.1480350906583103 -0.078651124759836447 -0.012875880723954812 -0.10113965695539567 -0.11842196251858364 0.025672715115338581
leaf_count=139 2254 66981 74 197 12421 46515 54 80 145 71 31 72 32 26 113 25 57 42 261 30523 84 103 195 85 37 97 2010 60 22 417
internal_value=0 -0.0251846 0.0319631 0.0402622 -0.0492685 0.0627697 -0.133321 -0.0116049 -0.533317 -1.33464 -0.263741 -0.628121 0.485605 0.0756736 1.00182 1.52339 -0.594688 -0.0605515 -0.851457 0.0288101 0.647287 0.262033 0.0724371 -0.471947 -1.05537 -0.668026 0.0227062 -0.190105 -0.145204 0.369031
internal_count=163223 100413 33432 62810 12618 50192 3099 2376 723 182 541 364 177 47093 164 138 111 2296 333 33358 326 242 46929 414 219 182 33032 2509 2449 439
shrinkage=0.05


Tree=49
num_leaves=31
num_cat=0
split_feature=36 11 4 104 115 10 110 101 13 43 57 13 94 12 6 110 78 68 33 44 79 26 20 12 101 59 62 6 0 78
split_gain=162.236 155.986 199.283 164.581 156.191 197.543 164.095 155.894 169.078 149.991 194.911 164.931 197.388 201.431 177.758 173.799 208.217 156.44 167.899 239.267 149.949 147.649 146.596 171.144 186.213 247.28 166.008 167.106 165.56 174.182
threshold=-2.2501499999999997 6.1633500000000003 9.4084000000000021 49.717500000000008 1.0000000180025095e-35 2.8480500000000002 -5.8175499999999989 -1.5197499999999999 3.7239000000000004 1.2012500000000002 -10.612999999999998 -4.0063999999999984 1.2940500000000001 0.90519000000000005 -4.3308999999999989 -2.4392499999999995 1.3752500000000001 0.39354000000000006 -0.96537499999999998 9.9867500000000025 17.620500000000003 -9.1885499999999976 -0.55413999999999985 -1.9364499999999998 0.22196000000000002 0.8009900000000002 2.7927500000000003 -5.5725999999999987 0.80926500000000012 -3.8688499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 4 3 7 9 6 -6 20 -9 22 -11 12 15 -14 -13 -12 -17 -16 19 -19 21 -3 23 24 -2 26 27 -26 29 -24
right_child=1 2 -4 -5 5 -7 -8 8 -10 10 11 14 13 -15 17 16 -18 18 -20 -21 -22 -23 28 -25 25 -27 -28 -29 -30 -31
leaf_value=0.014418156641346679 -0.0090757177522970394 0.12999164843559266 -0.078819967603877841 0.045909852338183649 -0.018917261175912525 -0.023373158907011318 0.0035499945486721987 -0.047378195140704099 -0.0069298015349880037 0.078711908343358949 0.072372514393398577 -0.022295529975932812 0.086977413197534284 0.0011080963990951994 0.0060432188395368553 0.064693242508219548 -0.077767217128227151 0.0111088259547643 -0.0065642708717950984 -0.094368218667805204 -0.12833977311849595 0.0076378130920993353 -0.023213003197553605 0.0029999371318059024 -0.11166409659199417 -0.090602597224554327 -0.039100873549443374 0.011046628770796776 -0.00010135651274497083 -0.0052882367958755061
leaf_count=1928 7341 25 92 157 828 714 44013 265 10310 84 47 740 192 106 13416 35 96 2396 6660 55 20 1796 1433 23583 28 66 183 3033 18586 24995
internal_value=0 -0.00344688 -0.10998 -0.0992494 0.00563094 0.0543931 0.0627026 -0.112115 -0.158868 -0.01592 0.0536489 0.0482692 0.630976 1.12867 0.0363481 -0.202234 -0.794105 0.0521901 -0.0489333 0.174839 0.156442 0.186351 -0.0368368 0.0124819 -0.0927279 0.104185 0.143171 0.198483 -0.0743447 -0.125203
internal_count=163223 161295 12665 12573 148630 45555 44841 12416 10575 103075 23827 23743 476 298 23267 178 131 22527 9111 2451 1841 1821 79248 34234 10651 3310 3244 3061 45014 26428
shrinkage=0.05


Tree=50
num_leaves=31
num_cat=0
split_feature=117 92 67 62 33 39 19 0 80 13 102 39 32 64 98 75 86 62 50 81 64 64 1 22 108 78 100 60 69 102
split_gain=148.551 150.06 156.899 157.51 160.333 148.261 160.443 145.851 156.416 145.601 173.535 145.231 149.333 168.83 141.707 238.982 196.289 157.466 146.891 170.506 157.383 167.721 189.951 151.841 214.898 147.506 217.178 157.88 182.524 156.953
threshold=1.0000000180025095e-35 -0.51304499999999986 -0.08720399999999999 -3.5926999999999993 2.3688000000000007 3.3156500000000002 3.5622000000000003 -1.8185499999999999 0.8280550000000001 6.0341500000000012 -3.6917999999999993 3.1823500000000005 -0.037899999999999996 -0.055963999999999993 0.044979500000000006 -40.525999999999989 0.6966150000000001 -3.8511499999999996 -1.0354499999999998 -1.7679499999999997 0.8739300000000001 -1.6229499999999997 -2.3712499999999994 -3.2575499999999997 -0.19035499999999997 0.30406500000000009 -1.3914499999999996 -0.6688099999999999 -0.61233499999999985 2.7489500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 14 -4 5 -5 7 -7 -9 -1 -11 12 13 -12 16 -16 17 -3 19 -17 21 22 -20 24 -23 26 -24 28 -28 -30
right_child=-2 2 3 4 -6 6 -8 8 -10 10 11 -13 -14 -15 15 18 -18 -19 20 -21 -22 23 25 -25 -26 -27 27 -29 29 -31
leaf_value=0.0016818826943727928 0.0019072090848387979 -0.048958620753373719 -0.077693168380681216 -0.012391285313939123 0.019808339601621736 0.13589403556426988 0.17483227968215942 -0.082281598845162451 0.074274141313853098 0.11040990087389946 -0.028949402022586668 0.06610985775505257 -0.079314563731270396 0.045159267750307083 -0.080620581585736512 -0.071725348687013163 -0.0040806984980886951 0.0037004173319975945 0.058902728005131293 -0.011680018116571031 -0.010150051923598396 -0.08338255293312527 0.054939567945837015 0.003348947034974117 0.09353115883001939 -0.044749170148711923 -0.034010701972678407 -0.039658906498363802 0.0040822561052593822 0.089504673660306622
leaf_count=38226 62810 143 85 5873 444 20 20 39 27 25 563 43 121 89 105 122 16401 19613 90 3824 4746 21 123 7785 94 350 326 429 607 59
internal_value=0 -0.0238598 -0.0547094 -0.201512 -0.183616 -0.22667 0.945461 0.352163 -0.364721 0.0245825 -0.387002 -0.466512 -0.566013 -0.376667 -0.0372873 -0.108009 -0.000748034 0.0663851 -0.0995052 -0.270729 -0.0533227 0.0185484 -0.24139 0.083829 1.2245 -0.308839 -0.17597 -0.286312 -0.0671126 0.232994
internal_count=163223 100413 61346 6508 6423 5979 106 86 66 39067 841 816 773 652 54838 18681 36157 19756 18576 3946 14630 9884 1984 7900 115 1894 1544 1421 992 666
shrinkage=0.05


Tree=51
num_leaves=31
num_cat=0
split_feature=115 89 67 26 16 7 38 18 52 57 56 76 20 37 68 20 29 85 102 34 61 54 2 108 91 31 44 63 29 52
split_gain=145.175 193.943 193.944 216.529 176.909 184.341 250.665 184.262 180.355 177.282 170.668 164.449 224.887 157.455 168.441 156.304 163.03 167.577 153.927 153.874 175 163.903 184.642 152.963 148.358 147.739 217.048 146.075 145.947 145.601
threshold=1.0000000180025095e-35 -8.9693999999999985 -1.2253499999999999 1.3230500000000001 -2.7311999999999999 -2.4374999999999996 -2.5411499999999996 -1.2645499999999996 -0.18067999999999998 -0.083319999999999991 -1.6964499999999998 -0.07826799999999999 -0.53721499999999989 59.033500000000011 6.6667500000000013 -2.2199499999999994 1.5707500000000001 -1.05365 -4.1867499999999991 -0.85446499999999992 -2.7515499999999995 0.9279550000000002 -0.77448999999999979 -0.27533999999999997 -1.3537499999999996 -18.277999999999995 5.8593000000000011 -1.5991499999999996 -43.064999999999991 -1.2529499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 -2 3 13 5 -4 -7 9 15 18 -11 -1 -13 28 -15 -9 -17 -18 -6 -8 -21 22 -22 -16 -12 26 -14 -20 29 -3
right_child=1 2 4 -5 7 6 19 8 -10 10 24 12 25 14 23 16 17 -19 27 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0010174199339929805 -0.013234388007665986 0.0336403806468532 -0.080101976889938586 -0.0022776949596589181 0.11236566917039455 0.044348399274033279 -0.074328852389608666 -0.14428125440709941 0.0030822587092623702 -0.04718104025833459 0.12330907284263143 0.00086933754394617367 -0.049354682461722782 -0.053581052419601705 0.14329970196375383 -0.017681450195531342 -0.020178006212906135 0.050683513218029212 0.10198796296678483 0.11267187297523309 -0.066779110875470032 -0.10775195392172621 0.048915866649210327 -0.024672033050746629 0.032736910582514094 -0.0050626260377968843 0.10980349552372229 -0.022574850390503064 0.0067689264091844448 -0.098380733642261478
leaf_count=53308 1950 31 141 9776 25 130 155 23 2915 62 49 24453 312 204 23 2595 150 188 25 26 59 46 83 33 585 34596 23 402 30791 64
internal_value=0 0.0445371 0.0569491 0.0842837 -0.0890994 -0.59241 -0.307124 -0.043207 -0.114854 0.323201 0.639885 -0.0199704 -0.0561639 0.125037 -0.649909 -0.288904 -0.268541 0.384722 -0.164436 -0.727807 -0.178231 -0.514526 0.0169084 0.886327 0.794739 -0.107652 -0.768548 -0.305639 0.13156 -1.106
internal_count=163223 50531 48581 40922 7659 640 499 7019 5871 1148 696 112692 59384 31146 260 2956 2933 338 452 369 214 188 142 56 634 34931 335 427 30886 95
shrinkage=0.05


Tree=52
num_leaves=31
num_cat=0
split_feature=36 55 12 46 40 68 60 2 80 73 6 11 35 98 72 16 108 50 110 8 61 36 0 60 26 57 85 68 100 72
split_gain=145.617 157.885 180.483 182.897 166.113 158.502 189.047 151.644 145.133 141.964 201.257 180.732 177.971 226.823 183.582 173.422 229.07 247.795 175.376 161.202 241.734 173.723 183.562 201.902 172.155 170.97 164.133 197.827 184.485 180.672
threshold=-2.2501499999999997 -0.35609499999999999 2.3555000000000006 -1.0345999999999997 0.88255500000000009 -2.2050499999999995 3.7111500000000004 0.90066500000000016 -0.73473499999999992 0.87466500000000014 -4.3308999999999989 6.1633500000000003 -0.23039499999999996 -1.4111499999999999 4.8607000000000005 -0.4858249999999999 -0.37110499999999996 -1.2578499999999997 3.8990500000000003 -3.0675499999999993 -0.74885999999999997 13.628500000000001 -0.97479499999999986 3.4904500000000005 0.99628500000000009 -0.24600999999999998 -1.3537499999999996 13.370000000000003 -0.063966999999999982 0.60501000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 7 -3 -7 8 -1 11 -11 12 19 -14 15 -15 18 -18 -17 20 -2 22 23 -22 26 -26 29 -28 -29 -21
right_child=9 5 3 -5 -6 6 -8 -9 -10 10 -12 -13 13 14 -16 16 17 -19 -20 24 21 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.020715134856052995 -0.0011297649500746196 -0.048345234578201064 -0.048814690595027063 0.13636960447998719 -0.095949075129909162 0.023967995695363099 0.13580309696471654 -0.066384392350763932 0.040493745736022768 -0.014483471871780408 0.002660106725180471 -0.0078751430102627414 -0.015393903902426882 -0.009824043791884696 0.013713697523474556 0.014488031301292085 0.027429634614423149 -0.0070534085074679433 -0.049845837423027582 -8.888695044029285e-05 0.010155751848590848 0.075044924166053531 -0.028108650936981651 -0.054345596618950366 -0.020331897248786857 -0.001205376498967707 0.0051961824372794146 0.065513888560235503 -0.10640629266821583 -0.02373638633345318
leaf_count=220 14233 73 20 40 59 1216 39 88 173 1775 48187 9185 3921 6918 1658 2865 565 6687 110 10651 743 50 1819 145 1268 14873 34677 20 71 874
internal_value=0 0.273195 -0.152541 1.49283 -0.335361 0.465545 0.548867 -0.141112 0.124585 -0.00326556 0.0410209 -0.0231397 -0.0110579 -0.0890936 -0.0434704 -0.0741977 0.00852013 -0.087337 0.242186 0.0112689 -0.0750933 -0.346114 -0.380229 -0.00753126 0.0347704 -0.0541582 0.0657772 0.10006 -1.37243 -0.037644
internal_count=163223 1928 600 60 540 1328 1255 481 393 161295 49962 111333 102148 22724 18803 17145 10227 7252 2975 79424 16990 2757 2707 888 62434 16141 46293 34768 91 11525
shrinkage=0.05


Tree=53
num_leaves=31
num_cat=0
split_feature=117 11 5 98 5 52 104 30 55 1 41 35 82 35 52 16 25 3 32 14 71 35 94 21 9 1 84 76 10 34
split_gain=132.854 129.033 211.797 192.792 187.311 179.454 182.744 171.151 164.676 158.832 153.651 154.958 152.181 211.5 211.541 175.219 168.354 170.488 189.911 156.588 156.305 148.44 142.711 167.518 139.602 136.845 149.149 135.97 135.719 222.883
threshold=1.0000000180025095e-35 6.1633500000000003 -6.817899999999999 75.445000000000007 4.3642500000000011 -1.3876499999999996 -1.3232499999999996 -0.54917999999999989 3.1840500000000005 -2.0143499999999999 -3.3607999999999998 -1.5250499999999996 0.27459500000000003 -0.97423999999999988 1.2088500000000002 2.9551000000000003 -1.40635 -1.1892499999999997 1.2663500000000003 -1.4865499999999996 -0.24630499999999997 2.5020500000000001 -1.53765 24.372500000000006 0.8048050000000001 -1.3981499999999998 0.22634000000000001 1.04315 2.3526500000000001 -0.76958499999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 5 6 9 -8 12 -4 -9 -12 13 19 21 28 20 24 -19 25 -16 -15 23 -21 -18 26 -7 -5 -14 -30
right_child=-2 2 3 27 -6 8 7 10 -10 -11 11 -13 15 14 16 -17 17 18 -20 22 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00059752323432516212 0.0018036323532387398 0.11382519309926364 0.10808683626748848 0.14709213172834151 -0.057079194968209214 0.020966092954788892 0.017783818885693518 0.071715952063861652 -0.064943711276771163 0.023485398794783299 0.0023405084718055398 -0.058854071330620816 -0.034730334302105072 0.0089577836290493599 0.18839136752666852 0.0078295413186424412 -0.11028781680183278 0.057662844345785925 -0.066021618555699088 -0.041360773473526492 0.039648390134894539 -0.031586601599104439 -0.0091722805586763045 0.070889325972114295 0.013139785406371904 0.049524138019194267 -0.150197920659557 0.002305815537129679 -0.074775560642592609 0.054901228124432482
leaf_count=92320 62810 36 66 34 193 35 490 38 137 348 178 247 1312 853 33 400 36 274 35 660 38 307 1870 35 63 169 20 31 48 107
internal_value=0 -0.022564 -0.143637 -0.154451 -0.168401 -0.144318 0.18472 -0.0562658 -0.214249 0.739452 -0.492231 -0.664487 -0.190644 -0.0896836 0.195409 -0.430093 0.754483 0.507172 0.873066 -0.257223 2.17565 -0.03545 -0.327245 -0.714158 -0.63486 0.544592 -0.825507 1.5608 -0.590061 0.294865
internal_count=163223 100413 8093 8057 7992 7799 1367 953 6432 414 463 425 6295 4428 1639 1867 479 408 309 2789 71 1160 2565 695 99 224 55 65 1467 155
shrinkage=0.05


Tree=54
num_leaves=31
num_cat=0
split_feature=115 89 67 58 25 85 37 58 20 16 7 38 18 59 97 25 52 66 6 27 70 107 69 9 76 102 111 52 110 86
split_gain=132.179 171.377 171.476 170.513 169.838 165.289 159.26 170.927 161.895 159.04 166.299 225.82 165.645 190.184 168.033 163.841 194.806 165.512 157.081 183.2 156.124 265.554 259.195 228.51 190.559 180.546 179.585 229.755 175.444 251.619
threshold=1.0000000180025095e-35 -8.9693999999999985 -1.2253499999999999 0.98715500000000012 -42.573499999999989 32.58100000000001 31.109000000000005 0.94164000000000014 17.136000000000006 -2.7311999999999999 -2.4374999999999996 -2.5411499999999996 -1.2645499999999996 -0.29599499999999995 -1.9508499999999998 1.6048500000000001 -0.20047499999999999 -1.0761499999999999 1.7920500000000004 0.10127000000000001 -0.15143499999999996 0.44389000000000006 -0.5778049999999999 1.14795 -0.031910999999999988 -0.21145499999999998 -0.44062499999999999 -0.72496499999999986 1.4795500000000004 -2.8274499999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=20 -2 3 4 -3 6 7 8 -6 10 -4 -12 13 -11 -15 16 -14 -17 -7 -20 21 23 -23 25 -22 -1 27 -27 -28 -30
right_child=1 2 9 -5 5 18 -8 -9 -10 12 11 -13 15 14 -16 17 -18 -19 19 -21 24 22 -24 -25 -26 26 28 -29 29 -31
leaf_value=-0.0039371741556210498 -0.012409090750958198 -0.064621061348311956 -0.075966426374139737 -0.00040282718737468719 0.0060976164236540373 0.045060937738231915 -0.027145734730930557 0.035638069337002247 -0.079780260435390216 -0.016858814145343678 0.042197849233007921 -0.034435264318072499 -0.017863996580695079 0.12107837544754148 0.022720454069537922 0.058217421609313341 0.0013361112116068482 0.0013703870052332175 -0.085563096972943578 0.07914191864803434 0.0002647431501214712 0.0019841789009989431 0.01419160793695003 -0.024917104135475803 -0.0056772022035643001 0.016581765234211589 0.0090500128079361291 -0.034974167952186129 -0.077260475567212175 -0.0027873343903784945
leaf_count=21792 1950 84 141 14332 25063 461 357 493 55 327 130 369 2614 46 775 189 2671 397 52 25 25438 18589 5676 1054 28735 332 8269 619 120 2068
internal_value=0 0.042497 0.0541646 0.0798671 0.127258 0.131757 0.120391 0.129637 0.118191 -0.0831639 -0.56038 -0.289415 -0.0396509 0.307755 0.564627 -0.107582 -0.163208 0.3941 0.680385 -0.641749 -0.0190556 0.0167567 0.0967941 -0.0399406 -0.0577409 -0.0253878 0.0765344 -0.339513 0.114371 -0.137436
internal_count=163223 50531 48581 40922 26590 26506 25968 25611 25118 7659 640 499 7019 1148 821 5871 5285 586 538 77 112692 58519 24265 34254 54173 33200 11408 951 10457 2188
shrinkage=0.05


Tree=55
num_leaves=31
num_cat=0
split_feature=5 68 94 98 70 34 57 30 105 39 38 5 23 37 123 73 111 60 16 79 110 0 92 44 67 31 53 68 46 109
split_gain=128.714 142.169 129.414 202.913 128.696 191.872 166.799 209.079 173.186 149.978 154.109 175.703 144.361 142.462 140.12 138.601 195.246 185.87 196.652 160.96 205.37 154.895 166.834 161.206 160.085 161.447 160.693 160.159 190.346 154.083
threshold=6.383350000000001 0.83371000000000006 1.3715500000000003 -1.0882499999999997 -2.8520999999999996 33.690500000000007 1.4453500000000001 1.8322500000000004 -0.60193999999999981 5.4107500000000011 -2.3056499999999995 -0.42573 -1.0136999999999998 6.4768000000000008 0.75000000000000011 -1.4950499999999998 33.184500000000007 -1.7455499999999999 1.1514500000000003 0.87058500000000005 2.0888500000000003 0.45125500000000002 -3.5036999999999998 -1.3016499999999998 9.1712500000000023 -1.0473499999999998 0.34958000000000006 -0.60378499999999991 0.36274000000000006 -0.42758499999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 6 7 9 -9 -1 11 -11 -12 14 -8 -6 17 18 -17 -18 -21 22 -19 -24 -23 -26 29 28 -28 -27
right_child=1 2 3 -5 15 -7 13 8 -10 10 12 -13 -14 -15 -16 16 19 21 -20 20 -22 24 23 -25 25 26 27 -29 -30 -31
leaf_value=0.0019622503794691597 -0.007634536105075908 -0.072664352231737922 0.10041323344339617 -0.070473238724700515 -0.0029796635999887375 0.15835013491567226 0.019600510629422942 -0.10019906074845826 -0.012059865988741973 0.039797542578921291 -0.0064334428274176181 -0.044678158275580603 0.11185022548639351 0.090962085670100598 -0.014449212591922939 -0.030602312455703523 -0.025975129918328357 -0.043864066589468474 0.011733671959571194 -0.0058001965961198164 0.093565610489503556 0.0035882580262526493 0.0074285283225120659 -0.001545495557044506 -0.12042459595221572 0.08200755226915997 0.082479519380659283 -0.099111424481968274 -0.061264423173174765 -0.011723196021844878
leaf_count=20498 1022 177 32 38 39058 20 1880 88 152 186 36 92 91 62 360 936 70 225 388 78 156 36570 5505 55026 41 57 37 91 61 190
internal_value=0 -0.317239 -0.998085 0.152926 0.00248575 0.0709689 0.0683277 0.040496 -0.887551 0.0511514 0.653764 0.236831 1.56642 0.323952 0.282565 -0.00911774 0.0107098 0.00825583 -0.363914 0.810892 1.20887 0.013294 -0.0177819 -0.014587 0.0642577 -0.511317 -0.332913 -1.02693 -0.139875 0.19814
internal_count=163223 1269 247 70 161954 23465 23445 21143 240 20903 405 278 127 2302 2240 138489 99431 99127 1324 304 234 97803 60756 60531 37047 477 436 189 98 247
shrinkage=0.05


Tree=56
num_leaves=31
num_cat=0
split_feature=36 55 12 46 94 80 102 65 0 2 9 54 14 0 89 13 110 110 4 59 32 20 22 90 19 87 92 97 43 32
split_gain=125.886 140.313 162.621 165.043 154.256 185.229 149.489 149.023 152.165 144.239 137.217 150.808 141.651 207.819 146.933 130.371 128.303 161.525 123.493 179.865 149.728 147.394 152.832 132.829 136.637 195.257 137.73 138.988 140.062 157.631
threshold=-2.2501499999999997 -0.35609499999999999 2.3555000000000006 -1.0345999999999997 5.6720500000000014 -0.73473499999999992 -2.7957499999999995 1.3941000000000001 3.7577500000000001 2.1365000000000003 1.99285 -4.4293999999999993 -1.7208499999999998 -2.1594499999999996 1.6384500000000004 -0.34845999999999994 0.45374000000000009 -1.2065499999999998 7.8517500000000009 1.9400500000000001 1.8491500000000001 6.3876000000000008 3.6438000000000001 2.8080500000000002 2.9240500000000007 -1.1259499999999998 0.14447000000000002 3.5449000000000006 -2.6996499999999997 2.0675500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 5 -1 -7 8 10 -8 11 -3 13 -13 -15 -10 17 -12 -2 21 -21 22 23 24 26 -26 27 28 -20 -30
right_child=18 7 3 -5 -6 6 9 -9 15 -11 16 12 -14 14 -16 -17 -18 -19 19 20 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.049342782790589138 4.3412076907735873e-05 -0.089513108585348777 -0.046550787333399062 0.12936288681812586 0.12022035462316126 0.11701533446441695 0.014446438592338321 -0.010203263621473641 0.042298179321611923 -0.095239932912712308 0.049550015430735506 0.10044267833942461 0.044229200602735323 -0.18733529886674316 -0.010992093860275215 0.18615163873348917 0.02727597335540894 -0.10782859680205417 -0.012460384803791058 0.021262995774249699 0.15586749335005878 -0.068851974373059677 0.12734532177448274 -0.10959297414622544 0.022187099393605341 -0.065441045736462922 -0.018797264861599345 -0.041088015203540391 0.013682264795539432 0.077642319278082753
leaf_count=276 158146 24 20 40 20 29 179 286 36 36 23 21 724 21 27 28 82 56 433 119 25 112 20 34 88 229 1175 148 653 113
internal_value=0 0.254013 -0.147333 1.4145 -0.32087 -0.425688 0.209075 0.435344 0.610844 -0.078393 0.513087 0.679366 0.754109 -0.614937 -1.76284 2.10468 -0.330698 -1.24019 -0.00303628 -0.199125 0.892637 -0.251443 -0.207866 -0.227043 -0.203512 -0.822305 -0.125734 0.0925275 0.205384 0.462353
internal_count=163223 1928 600 60 540 520 244 1328 1042 215 978 817 793 69 48 64 161 79 161295 3149 144 3005 2893 2873 2839 317 2522 1347 1199 766
shrinkage=0.05


Tree=57
num_leaves=31
num_cat=0
split_feature=76 111 10 7 50 1 37 1 45 89 84 33 100 64 94 101 20 44 22 75 76 3 6 100 73 19 47 29 100 28
split_gain=123.605 143.201 129.266 225.466 180.599 182.395 181.574 160.372 180.956 204.77 164.849 175.794 159.844 158.69 158.348 157.119 162.661 163.962 159.575 156.746 172.358 165.738 176.573 193.874 154.278 154.037 167.47 153.416 148.461 146.247
threshold=9.1213000000000033 162.15000000000003 1.5509500000000001 3.2394500000000002 -1.6406499999999997 -2.0580499999999993 -1.6659499999999998 1.9520500000000001 0.75859500000000002 1.2108500000000004 -0.26257499999999995 1.0674500000000002 0.25134000000000006 -1.6392499999999999 -1.3125499999999997 0.50151500000000004 2.4688500000000002 -0.91038999999999992 4.4312500000000012 1.0726500000000001 -0.86526999999999987 -2.2197499999999999 2.0297000000000005 6.6467500000000008 1.9346500000000002 1.4812500000000004 -1.1260499999999998 2.6659500000000005 4.1243500000000006 -1.5996499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 13 4 7 6 -6 8 9 10 -4 -12 14 19 -8 -10 17 -17 -18 -1 -21 27 -23 -24 -14 29 -27 -22 -29 -5
right_child=1 -3 3 25 5 -7 12 -9 15 -11 11 -13 24 -15 -16 16 18 -19 -20 20 21 22 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.012232580791180399 -0.0096194666367460813 0.084304986274006177 -0.011856042620848301 0.11686006513051689 0.030876594603407526 0.0083113542990975019 -0.032603333854155307 0.025534798237061535 -0.011907654212294293 0.010038341217643118 -0.090990481627248404 -0.029319679302710667 -0.045973484485942115 6.6750122116173086e-05 0.0059779028023647105 -0.022132764210995595 -0.022292227302786429 0.045058963550208088 0.041907225792601824 0.015798793240794532 -0.080593079670851359 -0.0060090310047494558 0.039480311035003983 -0.072474689084256805 0.06034111736210164 0.0084954118609573779 -0.047954643858237306 0.0033451475935483664 -0.10551501671607431 -0.0045250177889283585
leaf_count=5448 3977 41 347 25 274 19240 360 392 1366 306 212 254 439 119126 1018 113 397 462 128 1283 131 3225 384 43 37 189 431 204 37 3334
internal_value=0 -0.173221 0.00437174 0.0643406 0.0990837 0.135501 -0.142305 -0.0965821 -0.162985 -0.496506 -0.758948 -1.14752 -0.2546 -0.00916778 -0.0820275 -0.0116424 0.269643 0.637087 -0.132796 -0.1255 -0.00318291 -0.104943 -0.0401703 0.564123 -0.754191 -0.156963 -0.61493 -0.740825 -0.267356 -0.0724317
internal_count=163223 4018 159205 29324 25345 21368 2128 3977 3585 1119 813 466 1854 129881 1378 2466 1100 575 525 10755 5307 4024 3652 427 476 3979 620 372 241 3359
shrinkage=0.05


Tree=58
num_leaves=31
num_cat=0
split_feature=115 50 94 107 31 54 57 55 73 25 68 99 53 94 75 5 108 94 63 81 90 57 87 39 50 11 41 31 10 70
split_gain=119.302 161.666 191.275 166.891 229.603 163.503 222.989 179.83 166.441 162.851 157.678 177.862 157.121 155.052 160.918 152.512 151.969 151.085 148.97 293.199 177.981 153.621 151.456 141.977 173.559 160.656 169.151 160.979 139.16 134.167
threshold=1.0000000180025095e-35 2.2049000000000007 0.88921500000000009 -33.439999999999991 -39.326499999999996 -4.234799999999999 0.8799300000000001 -5.2549499999999991 -10.934999999999997 -42.573499999999989 -1.7206499999999998 1.0000000180025095e-35 -1.0069499999999996 0.45045500000000005 1.1645500000000004 0.82894500000000015 -1.6107499999999997 -2.8839499999999996 -15.784999999999998 0.73072000000000015 7.7624000000000004 9.4073000000000011 2.0257500000000004 -3.5503999999999993 3.9260000000000006 -0.31349499999999991 -2.8621499999999993 -0.87070499999999995 -1.7701999999999998 -0.15143499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=29 2 5 16 -5 6 13 -7 10 -3 11 15 17 14 -2 -9 -4 -11 19 22 21 -20 -10 24 -14 -26 -27 -28 -12 -1
right_child=1 9 3 4 -6 7 -8 8 18 12 28 -13 23 -15 -16 -17 -18 -19 20 -21 -22 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=0.0007547437738013445 0.0050765779681959042 -0.11496698158206764 -0.10934478153785071 0.13375940456454244 0.0055344627527726207 -0.055781345574072549 0.079723237271496092 -0.077512720182086492 -0.047168788634385769 0.045321038297991806 -0.017075407317816382 0.14612344689667225 0.039037067301846536 0.10069293982626215 -0.11564491035476808 0.088139213714748629 -0.0022646494002106624 -0.022438728498259269 -0.0011692164497448504 0.11227709301082152 -0.032512196363051582 0.13101593564179811 0.10726352421566845 0.010850988166133205 -0.1154854276703508 -0.1440496486571172 -0.07107654419831104 0.048249271455049321 -0.062490079591849025 -0.002698273689974016
leaf_count=58519 252 27 60 35 13849 157 142 33 77 94 683 28 77 37 31 24 74 659 24106 84 458 22 20 9071 63 23 45 76 224 54173
internal_value=0 0.0403739 0.0120422 0.106435 0.117154 -0.0381206 0.551543 -0.0486324 -0.0421291 0.153298 -0.443778 0.85856 0.15985 0.0887465 -0.162947 -0.155291 -1.00422 -0.2796 -0.0260418 0.877851 -0.0326961 -0.0209738 -0.306541 0.195222 -0.501012 -0.977799 -0.395089 0.077438 -0.565828 -0.0181036
internal_count=163223 50531 40396 14018 13884 26378 462 25916 25759 10135 992 85 10108 320 283 57 134 753 24767 181 24586 24128 97 9355 284 207 144 121 907 112692
shrinkage=0.05


Tree=59
num_leaves=31
num_cat=0
split_feature=117 55 85 108 14 5 33 31 77 36 15 21 43 78 93 44 103 80 16 103 39 72 91 5 26 26 32 44 60 2
split_gain=117.791 122.769 164.199 149.431 138.751 144.773 137.056 149.253 134.689 134.58 153.979 132.062 175.52 152.541 154.488 156.507 147.958 230.893 193.432 208.536 158.637 139.886 143.118 130.461 163.23 128.656 145.369 138.79 132.727 127.914
threshold=1.0000000180025095e-35 3.3144500000000003 41.305500000000009 5.6752000000000011 0.019616500000000005 1.2222500000000001 2.0519500000000002 0.59279000000000004 -2.0190499999999996 16.480000000000004 -1.9941499999999996 -1.6059499999999998 -7.1804499999999996 2.4637000000000007 -1.4734499999999999 8.543700000000003 -1.3966499999999999 0.92639000000000016 -1.8979499999999998 -0.68888999999999989 -1.4984499999999998 5.297950000000001 -1.8371499999999996 -0.14893999999999999 -0.81943999999999984 -0.81943999999999984 3.3842500000000002 1.3218500000000002 2.1618000000000004 1.1192500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 9 3 11 5 -5 7 -6 -9 -2 -11 12 -3 14 15 -13 17 20 19 -18 -16 22 -21 -12 -25 28 -27 -28 -20 -15
right_child=1 2 -4 4 6 -7 -8 8 -10 10 23 13 -14 29 16 -17 18 -19 25 21 -22 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.0010623184038107702 0.0021676181716009267 -0.095707260783481074 0.047219033552755724 -0.044977129145010723 0.026361367769652245 -0.15739339782697401 0.081537505640881136 -0.12368398399471686 -0.0050823025811506913 -0.090155289559403357 0.093931220611091715 0.012300578135124314 -0.015182097231151818 0.012051815943590068 -0.039039912272899345 0.14797276531092146 -0.12038785225492628 -0.1184326433716342 -0.05276302507845685 -0.13173254492925479 0.040872891923025359 0.082232843304726508 0.00399557388610065 -0.082188433789903481 0.05029399160155526 -0.032288966670951623 0.094808861686590515 -0.030266089096576687 -0.17187395281757095 0.076470338933913543
leaf_count=100413 57905 73 140 95 66 41 32 54 43 21 100 629 927 306 77 22 34 30 142 20 321 56 672 31 93 660 47 42 28 103
internal_value=0 0.0339661 -0.122209 -0.155245 -0.802077 -1.57735 -0.261377 -0.632837 -1.42216 0.0464816 0.78607 -0.104135 -0.421209 -0.00470718 -0.0885961 0.33771 -0.218951 0.306596 -0.351187 0.0143792 0.508247 0.124476 0.00145592 1.02881 0.343468 -0.662257 -0.484002 0.715695 -1.44763 0.565491
internal_count=163223 62810 4660 4520 331 136 195 163 97 58150 245 4189 1000 3189 2780 651 2129 428 1701 782 398 748 692 224 124 919 749 89 170 409
shrinkage=0.05


Tree=60
num_leaves=31
num_cat=0
split_feature=36 55 12 46 40 68 65 60 14 53 46 2 5 2 82 80 94 62 44 6 12 73 20 11 95 35 98 68 72 68
split_gain=114.417 126.988 147.01 149.356 147.531 138.314 172.295 234.898 153.802 211.864 145.665 245.414 131.568 129.938 132.635 150.245 145.469 125.297 123.099 121.115 168.807 143.723 169.436 159.817 161.192 145.425 199.516 166.533 164.183 163.116
threshold=-2.2501499999999997 -0.35609499999999999 2.3555000000000006 -1.0345999999999997 0.88255500000000009 -2.2050499999999995 1.3941000000000001 3.7111500000000004 -1.7208499999999998 -1.5504499999999999 2.4056500000000005 -0.5020349999999999 -4.5559499999999993 0.90066500000000016 2.2601500000000003 -0.73473499999999992 5.0456500000000011 -3.0618499999999993 -0.9522449999999999 -4.3308999999999989 0.93684500000000004 0.87466500000000014 -2.3635499999999996 6.1633500000000003 -2.0331499999999996 -0.23039499999999996 -1.4111499999999999 4.5437500000000011 4.8607000000000005 -1.4460499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 13 -3 7 8 9 -7 12 -12 -10 14 15 16 -1 -14 -6 20 -2 23 -23 25 -25 -21 27 29 -28 -27
right_child=19 5 3 -5 18 6 -8 -9 10 -11 11 -13 17 -15 -16 -17 -18 -19 -20 21 -22 22 -24 24 -26 26 28 -29 -30 -31
leaf_value=-0.027205588053553727 -0.0011306149645692036 -0.046172414431890657 -0.044296750040957705 0.1230479062604718 -0.14965907771672524 0.038435357344222439 -0.0094754503428906706 0.17241726144527397 -0.066507281324084039 -0.104137078342319 -0.092604819084172729 0.049710106327319925 0.13289956917761567 -0.060997856153302235 -0.11603644695354715 0.050304604362945572 0.11438747510066605 0.044741255731823748 -0.0026365479687228801 0.00067015814047254388 -0.02177399254392489 -0.05017714292690572 0.0025237625575738202 -0.085164159662654684 -0.0067360651308404785 -0.036773953349313486 -0.0032241647921977599 -0.048325285582738083 0.013513591974035741 -0.0065613477844452652
leaf_count=195 2821 73 20 40 35 57 286 30 25 48 54 69 43 88 21 157 20 643 24 77652 1526 153 48034 66 8915 526 16702 329 1606 2965
internal_value=0 0.242165 -0.139649 1.34533 -0.304646 0.414671 0.492506 0.693802 0.605798 -0.534812 0.7494 -0.255392 0.923224 -0.121584 0.124362 0.262392 -0.280683 1.00534 -1.79707 -0.00289466 -0.167548 0.00166576 0.0471286 -0.0184767 -0.146248 -0.00697626 -0.0784921 -0.286369 -0.0351182 -0.222272
internal_count=163223 1928 600 60 540 1328 1255 969 939 105 834 123 711 481 393 372 215 686 59 161295 4347 156948 48187 108761 8981 99780 22128 3820 18308 3491
shrinkage=0.05



feature importances:
top_10%_loss_kurtosis=80
top_10%_loss_best_percentile25_ratio=75
secondaryProbabilityMode_correlation=45
top_10%_correlation_skew=42
recent_15%_loss_skew=39
recent_10_loss_best_percentile50_ratio=37
top_20%_loss_best_percentile25_ratio=36
recent_15%_loss_kurtosis=33
recent_15%_correlation_stddev_best_ratio=32
top_10%_loss_skew=29
all_correlation_skew=27
top_20%_loss_kurtosis=26
top_10%_loss_best_percentile50_ratio=25
recent_25_loss_percentile5_percentile25_ratio=23
recent_25_loss_kurtosis=23
all_loss_best_percentile75_ratio=22
recent_15%_correlation_kurtosis=22
top_30%_correlation_stddev_best_ratio=22
log10_cardinality=21
top_30%_loss_kurtosis=21
top_30%_loss_skew=21
top_20%_loss_skew=21
top_30%_correlation_kurtosis=20
top_10%_correlation_best_percentile75_ratio=20
top_10%_loss_percentile5_percentile25_ratio=20
all_loss_kurtosis=20
recent_25_correlation_best_percentile50_ratio=19
recent_25_correlation_kurtosis=19
top_20%_correlation_best_percentile25_ratio=19
all_loss_percentile5_percentile25_ratio=18
all_loss_best_percentile50_ratio=18
top_30%_correlation_skew=18
top_10%_correlation_kurtosis=18
recent_10_loss_percentile5_percentile25_ratio=17
top_20%_correlation_skew=17
recent_10_loss_stddev_median_ratio=17
all_correlation_best_percentile75_ratio=17
top_20%_loss_best_percentile50_ratio=17
recent_10_correlation_kurtosis=17
recent_15%_loss_best_percentile25_ratio=17
recent_15%_loss_percentile5_percentile25_ratio=16
recent_25_correlation_stddev_best_ratio=16
recent_15%_correlation_percentile5_percentile25_ratio=16
recent_25_correlation_best_percentile25_ratio=15
top_30%_loss_percentile5_percentile25_ratio=15
top_20%_loss_percentile5_percentile25_ratio=15
top_10%_correlation_stddev_best_ratio=15
recent_25_correlation_stddev_median_ratio=14
recent_25_loss_best_percentile25_ratio=14
top_20%_correlation_stddev_best_ratio=14
recent_25_loss_best_percentile50_ratio=14
top_20%_correlation_stddev_median_ratio=14
all_correlation_stddev_median_ratio=14
all_correlation_stddev_best_ratio=14
recent_15%_correlation_best_percentile75_ratio=14
top_30%_correlation_best_percentile25_ratio=14
recent_25_correlation_skew=13
all_loss_skew=13
recent_15%_loss_best_percentile75_ratio=13
top_10%_loss_best_percentile75_ratio=13
recent_10_correlation_best_percentile50_ratio=13
recent_25_loss_skew=13
recent_10_correlation_skew=13
recent_25_correlation_best_percentile75_ratio=13
top_20%_correlation_best_percentile50_ratio=12
top_30%_loss_stddev_best_ratio=12
recent_10_loss_best_percentile25_ratio=12
recent_10_loss_best_percentile75_ratio=12
top_30%_correlation_percentile5_percentile25_ratio=12
top_30%_correlation_best_percentile50_ratio=11
all_loss_stddev_best_ratio=11
recent_25_loss_best_percentile75_ratio=11
all_correlation_best_percentile25_ratio=11
recent_15%_loss_stddev_median_ratio=11
top_30%_loss_best_percentile25_ratio=10
top_30%_loss_best_percentile75_ratio=10
top_10%_loss_stddev_best_ratio=10
top_20%_loss_stddev_best_ratio=10
all_correlation_best_percentile50_ratio=10
recent_25_loss_stddev_median_ratio=10
all_correlation_percentile5_percentile25_ratio=10
all_correlation_kurtosis=10
recent_15%_loss_stddev_best_ratio=10
recent_10_loss_kurtosis=10
recent_10_correlation_stddev_best_ratio=10
top_10%_correlation_best_percentile50_ratio=10
top_20%_correlation_kurtosis=9
top_20%_correlation_percentile5_percentile25_ratio=9
recent_10_loss_stddev_best_ratio=9
top_10%_correlation_percentile5_percentile25_ratio=9
recent_15%_correlation_best_percentile25_ratio=9
recent_15%_correlation_skew=9
all_loss_stddev_median_ratio=8
recent_10_correlation_best_percentile75_ratio=8
top_10%_correlation_stddev_median_ratio=8
recent_10_correlation_best_percentile25_ratio=8
recent_25_loss_stddev_best_ratio=8
top_10%_correlation_best_percentile25_ratio=8
top_10%_loss_stddev_median_ratio=8
recent_15%_correlation_best_percentile50_ratio=7
top_20%_loss_best_percentile75_ratio=7
recent_25_correlation_percentile5_percentile25_ratio=7
recent_10_loss_skew=7
top_20%_correlation_best_percentile75_ratio=7
resultFilteringMode_none=6
top_30%_correlation_best_percentile75_ratio=6
recent_15%_correlation_stddev_median_ratio=6
top_30%_correlation_stddev_median_ratio=5
recent_10_correlation_stddev_median_ratio=5
all_loss_best_percentile25_ratio=5
top_30%_loss_stddev_median_ratio=5
recent_10_correlation_percentile5_percentile25_ratio=4
recent_15%_loss_best_percentile50_ratio=4
secondaryProbabilityMode_fixed=4
resultFilteringAgeMultiplier=3
top_30%_loss_best_percentile50_ratio=2
top_20%_loss_stddev_median_ratio=2
resultFilteringMode_random=2
resultFilteringRandomProbability=2
resultFilteringMode_loss_rank=1

pandas_categorical:null
